{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CGANs - Conditional Generative Adversarial Nets\n",
    "\n",
    "Introduction to Conditional Generative Adversarial Nets or CGANs.\n",
    "\n",
    "This notebook is organized follows:\n",
    "\n",
    "1. **Background**\n",
    "* **Definition**\n",
    "* **Training CGANs with CIFAR-10 dataset, Keras and TensorFlow**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Background\n",
    "\n",
    "**Generative adversarial nets** consists of two models: a generative model $G$ that captures the data distribution, and a discriminative model $D$ that estimates the probability that a sample came from the training data rather than $G$.\n",
    "\n",
    "The generator distribution $p_g$ over data data $x$, the generator builds a mapping function from a prior noise distribution $p_z(z)$ to data space as $G(z;\\theta_g)$.\n",
    "\n",
    "The discriminator, $D(x;\\theta_d)$, outputs a single scalar representing the probability that $x$ came form training data rather than $p_g$.\n",
    "\n",
    "The value function $V(G,D)$:\n",
    "\n",
    "$$ \\underset{G}{min} \\: \\underset{D}{max} \\; V(D,G) = \\mathbb{E}_{x\\sim p_{data}(x)}[log D(x)] + \\mathbb{E}_{z\\sim p_{z}(z)}[log(1 - D(G(z)))]$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Definition\n",
    "\n",
    "Generative adversarial nets can be extended to a **conditional model** if both the generator and discriminator are conditioned on some extra information $y$. \n",
    "\n",
    "* $y$ could be any kind of auxiliary information, such as class labels or data from other modalities. \n",
    "\n",
    "We can perform the conditioning by feeding $y$ into the both the discriminator and generator as additional input layer.\n",
    "\n",
    "### Generator\n",
    "\n",
    "The prior input noise $p_z(z)$, and $y$ are combined in joint hidden representation, and the adversarial training framework allows for considerable flexibility in how this hidden representation is composed.\n",
    "\n",
    "### Discriminator\n",
    "\n",
    "$x$ and $y$ are presented as inputs and to a discriminative function.\n",
    "\n",
    "### Value function\n",
    "\n",
    "$$ \\underset{G}{min} \\: \\underset{D}{max} \\; V(D,G) = \\mathbb{E}_{x\\sim p_{data}(x)}[log D(x|y)] + \\mathbb{E}_{z\\sim p_{z}(z)}[log(1 - D(G(z|y)))]$$\n",
    "\n",
    "### Structure\n",
    "\n",
    "![cgan](../img/cgan.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Training CGANs with CIFAR-10 dataset, Keras and TensorFlow\n",
    "\n",
    "### 1. Load data\n",
    "\n",
    "#### Load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:01.518979Z",
     "start_time": "2018-08-09T20:02:01.162370Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:02.904841Z",
     "start_time": "2018-08-09T20:02:01.520988Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.datasets import cifar10\n",
    "from keras.models import Sequential, Model\n",
    "from keras.layers import Dense, LeakyReLU, BatchNormalization, ReLU\n",
    "from keras.layers import Conv2D, Conv2DTranspose, Reshape, Flatten\n",
    "from keras.layers import Input, Flatten, Embedding, multiply, Dropout\n",
    "from keras.optimizers import Adam\n",
    "from keras.utils import np_utils\n",
    "from keras import initializers\n",
    "from keras import backend as K\n",
    "\n",
    "from keras_contrib.layers.normalization import InstanceNormalization\n",
    "from keras.layers import Concatenate, GaussianNoise\n",
    "from keras.layers.convolutional import UpSampling2D\n",
    "from keras import losses\n",
    "from keras.utils import to_categorical"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Getting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:03.108652Z",
     "start_time": "2018-08-09T20:02:02.907072Z"
    }
   },
   "outputs": [],
   "source": [
    "# load dataset\n",
    "(X_train, y_train), (X_test, y_test) = cifar10.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore visual data\n",
    "\n",
    "The CIFAR-10 images are RGB with 10 classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:03.611045Z",
     "start_time": "2018-08-09T20:02:03.111061Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_classes = len(np.unique(y_train))\n",
    "class_names = ['airplane','automobile','bird','cat','deer',\n",
    "               'dog','frog','horse','ship','truck']\n",
    "\n",
    "fig = plt.figure(figsize=(8,3))\n",
    "for i in range(num_classes):\n",
    "    ax = plt.subplot(2, 5, 1 + i, xticks=[], yticks=[])\n",
    "    idx = np.where(y_train[:]==i)[0]\n",
    "    features_idx = X_train[idx,::]\n",
    "    img_num = np.random.randint(features_idx.shape[0])\n",
    "    img = features_idx[img_num,::]\n",
    "    ax.set_title(class_names[i])\n",
    "    plt.imshow(img)\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reshaping and normalizing the inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:03.616255Z",
     "start_time": "2018-08-09T20:02:03.612986Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (50000, 32, 32, 3)\n",
      "50000 train samples\n",
      "10000 test samples\n"
     ]
    }
   ],
   "source": [
    "print('X_train shape:', X_train.shape)\n",
    "print(X_train.shape[0], 'train samples')\n",
    "print(X_test.shape[0], 'test samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:05.519244Z",
     "start_time": "2018-08-09T20:02:03.618763Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train reshape: (50000, 32, 32, 3)\n",
      "X_test reshape: (10000, 32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "if K.image_data_format() == 'channels_first':\n",
    "    X_train = X_train.reshape(X_train.shape[0], 3, 32, 32)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 3, 32, 32)\n",
    "    input_shape = (3, 32, 32)\n",
    "else:\n",
    "    X_train = X_train.reshape(X_train.shape[0], 32, 32, 3)\n",
    "    X_test = X_test.reshape(X_test.shape[0], 32, 32, 3)\n",
    "    input_shape = (32, 32, 3)\n",
    "    \n",
    "# convert class vectors to binary class matrices\n",
    "Y_train = np_utils.to_categorical(y_train, num_classes)\n",
    "Y_test = np_utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "# the generator is using tanh activation, for which we need to preprocess \n",
    "# the image data into the range between -1 and 1.\n",
    "\n",
    "X_train = np.float32(X_train)\n",
    "X_train = (X_train / 255 - 0.5) * 2\n",
    "X_train = np.clip(X_train, -1, 1)\n",
    "\n",
    "X_test = np.float32(X_test)\n",
    "X_test = (X_test / 255 - 0.5) * 2\n",
    "X_test = np.clip(X_test, -1, 1)\n",
    "\n",
    "print('X_train reshape:', X_train.shape)\n",
    "print('X_test reshape:', X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:05.524051Z",
     "start_time": "2018-08-09T20:02:05.521371Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "print(X_train[0].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Define model\n",
    "\n",
    "#### Generator\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:06.592374Z",
     "start_time": "2018-08-09T20:02:05.526273Z"
    }
   },
   "outputs": [],
   "source": [
    "# Number of filters in first layer of generator\n",
    "gf = 64\n",
    "k = 3\n",
    "s = 2\n",
    "\n",
    "# imagem shape 32x32x3\n",
    "img_shape = X_train[0].shape\n",
    "\n",
    "latent_dim = 32*32*3\n",
    "z = Input(shape=(latent_dim,))\n",
    "img_g = Reshape(img_shape)(z)\n",
    "\n",
    "# Downsampling\n",
    "# Conv 1: 3x3x32 \n",
    "d1 = Conv2D(gf, kernel_size=k, strides=s, padding='same')(img_g)\n",
    "d1 = ReLU(0.2)(d1)\n",
    "\n",
    "# Conv 2: 3x3x64 \n",
    "d2 = Conv2D(gf*2, kernel_size=k, strides=s, padding='same')(d1)\n",
    "d2 = BatchNormalization(momentum=0.9)(d2)\n",
    "d2 = ReLU(0.2)(d2)\n",
    "\n",
    "# Conv 3: 3x3x128\n",
    "d3 = Conv2D(gf*4, kernel_size=k, strides=s, padding='same')(d2)\n",
    "d3 = BatchNormalization(momentum=0.9)(d3)\n",
    "d3 = ReLU(0.2)(d3)\n",
    "\n",
    "# Conv 4: 3x3x256\n",
    "d4 = Conv2D(gf*8, kernel_size=k, strides=s, padding='same')(d3)\n",
    "d4 = BatchNormalization(momentum=0.9)(d4)\n",
    "d4 = ReLU(0.2)(d4)\n",
    "\n",
    "# Upsampling\n",
    "# Conv 1: 3x3x128 \n",
    "u1 = Conv2DTranspose(gf*4, kernel_size=k, strides=s, padding='same')(d4)\n",
    "u1 = BatchNormalization(momentum=0.9)(u1)\n",
    "u1 = ReLU(0.2)(u1)\n",
    "\n",
    "# Conv 1: 3x3x64\n",
    "u2 = Concatenate()([u1, d3])\n",
    "u2 = Conv2DTranspose(gf*2, kernel_size=k, strides=s, padding='same')(u2)\n",
    "u2 = BatchNormalization(momentum=0.9)(u2)\n",
    "u2 = ReLU(0.2)(u2)\n",
    "\n",
    "# Conv 1: 3x3x32 \n",
    "u3 = Concatenate()([u2, d2])\n",
    "u3 = Conv2DTranspose(gf, kernel_size=k, strides=s, padding='same')(u3)\n",
    "u3 = BatchNormalization(momentum=0.9)(u3)\n",
    "u3 = ReLU(0.2)(u3)\n",
    "\n",
    "u4 = Concatenate()([u3, d1])\n",
    "u4 = Conv2DTranspose(3, kernel_size=k, strides=s, padding='same', activation='tanh')(u4)\n",
    "\n",
    "generator = Model(z, u4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:06.601583Z",
     "start_time": "2018-08-09T20:02:06.594445Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 3072)         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "reshape_1 (Reshape)             (None, 32, 32, 3)    0           input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 16, 16, 64)   1792        reshape_1[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_1 (ReLU)                  (None, 16, 16, 64)   0           conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 8, 8, 128)    73856       re_lu_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_1 (BatchNor (None, 8, 8, 128)    512         conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_2 (ReLU)                  (None, 8, 8, 128)    0           batch_normalization_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)               (None, 4, 4, 256)    295168      re_lu_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_2 (BatchNor (None, 4, 4, 256)    1024        conv2d_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_3 (ReLU)                  (None, 4, 4, 256)    0           batch_normalization_2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_4 (Conv2D)               (None, 2, 2, 512)    1180160     re_lu_3[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_3 (BatchNor (None, 2, 2, 512)    2048        conv2d_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_4 (ReLU)                  (None, 2, 2, 512)    0           batch_normalization_3[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_1 (Conv2DTrans (None, 4, 4, 256)    1179904     re_lu_4[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_4 (BatchNor (None, 4, 4, 256)    1024        conv2d_transpose_1[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_5 (ReLU)                  (None, 4, 4, 256)    0           batch_normalization_4[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 4, 4, 512)    0           re_lu_5[0][0]                    \n",
      "                                                                 re_lu_3[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_2 (Conv2DTrans (None, 8, 8, 128)    589952      concatenate_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_5 (BatchNor (None, 8, 8, 128)    512         conv2d_transpose_2[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_6 (ReLU)                  (None, 8, 8, 128)    0           batch_normalization_5[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 8, 8, 256)    0           re_lu_6[0][0]                    \n",
      "                                                                 re_lu_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_3 (Conv2DTrans (None, 16, 16, 64)   147520      concatenate_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_6 (BatchNor (None, 16, 16, 64)   256         conv2d_transpose_3[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "re_lu_7 (ReLU)                  (None, 16, 16, 64)   0           batch_normalization_6[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_3 (Concatenate)     (None, 16, 16, 128)  0           re_lu_7[0][0]                    \n",
      "                                                                 re_lu_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_transpose_4 (Conv2DTrans (None, 32, 32, 3)    3459        concatenate_3[0][0]              \n",
      "==================================================================================================\n",
      "Total params: 3,477,187\n",
      "Trainable params: 3,474,499\n",
      "Non-trainable params: 2,688\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conditional G model\n",
    "The prior input noise $p_z(z)$, and $y$ are combined in joint hidden representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.124080Z",
     "start_time": "2018-08-09T20:02:06.612857Z"
    }
   },
   "outputs": [],
   "source": [
    "# Create label embeddings\n",
    "label = Input(shape=(1,), dtype='int32')\n",
    "label_embedding = Embedding(num_classes, latent_dim)(label)\n",
    "label_embedding = Flatten()(label_embedding)\n",
    "\n",
    "# latent space\n",
    "z = Input(shape=(latent_dim,))\n",
    "\n",
    "# Merge inputs (z x label)\n",
    "input_generator = multiply([z, label_embedding])\n",
    "\n",
    "# Output image\n",
    "img = generator(input_generator)\n",
    "\n",
    "# Generator with condition input\n",
    "generator = Model([z, label], img, name='generator')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conditional model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.132305Z",
     "start_time": "2018-08-09T20:02:07.126663Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_2 (InputLayer)            (None, 1)            0                                            \n",
      "__________________________________________________________________________________________________\n",
      "embedding_1 (Embedding)         (None, 1, 3072)      30720       input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "input_3 (InputLayer)            (None, 3072)         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "flatten_1 (Flatten)             (None, 3072)         0           embedding_1[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "multiply_1 (Multiply)           (None, 3072)         0           input_3[0][0]                    \n",
      "                                                                 flatten_1[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "model_1 (Model)                 (None, 32, 32, 3)    3477187     multiply_1[0][0]                 \n",
      "==================================================================================================\n",
      "Total params: 3,507,907\n",
      "Trainable params: 3,505,219\n",
      "Non-trainable params: 2,688\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator\n",
    "\n",
    "Our discriminator is a simple fully connected neural network with three hidden layer and ReLU activation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.436658Z",
     "start_time": "2018-08-09T20:02:07.134694Z"
    }
   },
   "outputs": [],
   "source": [
    "# imagem shape 32x32x3\n",
    "img_shape = X_train[0].shape\n",
    "img_shape_flat = 32*32*3\n",
    "\n",
    "init = initializers.RandomNormal(stddev=0.02)\n",
    "\n",
    "# Discriminator network\n",
    "discriminator = Sequential()\n",
    "\n",
    "discriminator.add(Reshape(X_train[0].shape, input_shape=(img_shape_flat,)))\n",
    "\n",
    "# Conv 1: 16x16x64\n",
    "discriminator.add(Conv2D(64, kernel_size=5, strides=2, padding='same',\n",
    "                         kernel_initializer=init))\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 2:\n",
    "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization(momentum=0.9))\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 3: \n",
    "discriminator.add(Conv2D(256, kernel_size=5, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization(momentum=0.9))\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# Conv 4: \n",
    "discriminator.add(Conv2D(512, kernel_size=5, strides=2, padding='same'))\n",
    "discriminator.add(BatchNormalization(momentum=0.9))\n",
    "discriminator.add(LeakyReLU(0.2))\n",
    "\n",
    "# FC\n",
    "discriminator.add(Flatten())\n",
    "\n",
    "# Output\n",
    "discriminator.add(Dense(1, activation='sigmoid'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Discriminator model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.443796Z",
     "start_time": "2018-08-09T20:02:07.438685Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "reshape_2 (Reshape)          (None, 32, 32, 3)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 16, 16, 64)        4864      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_6 (Conv2D)            (None, 8, 8, 128)         204928    \n",
      "_________________________________________________________________\n",
      "batch_normalization_7 (Batch (None, 8, 8, 128)         512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            (None, 4, 4, 256)         819456    \n",
      "_________________________________________________________________\n",
      "batch_normalization_8 (Batch (None, 4, 4, 256)         1024      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 4, 4, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_8 (Conv2D)            (None, 2, 2, 512)         3277312   \n",
      "_________________________________________________________________\n",
      "batch_normalization_9 (Batch (None, 2, 2, 512)         2048      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 2, 2, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten_2 (Flatten)          (None, 2048)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 2049      \n",
      "=================================================================\n",
      "Total params: 4,312,193\n",
      "Trainable params: 4,310,401\n",
      "Non-trainable params: 1,792\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "discriminator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conditional D model\n",
    "\n",
    "$x$ and $y$ are presented as inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.792832Z",
     "start_time": "2018-08-09T20:02:07.446249Z"
    }
   },
   "outputs": [],
   "source": [
    "# Embedding condition in input layer\n",
    "\n",
    "# Create label embeddings\n",
    "label_d = Input(shape=(1,), dtype='int32')\n",
    "label_embedding_d = Embedding(num_classes, img_shape_flat)(label_d)\n",
    "label_embedding_d = Flatten()(label_embedding_d)\n",
    "\n",
    "# imagem dimension 28x28\n",
    "img_d = Input(shape=(img_shape_flat,))\n",
    "\n",
    "# Merge inputs (img x label)\n",
    "input_discriminator = multiply([img_d, label_embedding_d])\n",
    "\n",
    "# Output image\n",
    "validity = discriminator(input_discriminator)\n",
    "\n",
    "# Discriminator with condition input\n",
    "discriminator = Model([img_d, label_d], validity, name='discriminator')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conditional model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.802568Z",
     "start_time": "2018-08-09T20:02:07.795160Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_4 (InputLayer)            (None, 1)            0                                            \n",
      "__________________________________________________________________________________________________\n",
      "embedding_2 (Embedding)         (None, 1, 3072)      30720       input_4[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "input_5 (InputLayer)            (None, 3072)         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "flatten_3 (Flatten)             (None, 3072)         0           embedding_2[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "multiply_2 (Multiply)           (None, 3072)         0           input_5[0][0]                    \n",
      "                                                                 flatten_3[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "sequential_1 (Sequential)       (None, 1)            4312193     multiply_2[0][0]                 \n",
      "==================================================================================================\n",
      "Total params: 4,342,913\n",
      "Trainable params: 4,341,121\n",
      "Non-trainable params: 1,792\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "discriminator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Compile model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compile discriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:07.842045Z",
     "start_time": "2018-08-09T20:02:07.804575Z"
    }
   },
   "outputs": [],
   "source": [
    "discriminator.compile(Adam(lr=0.0003, beta_1=0.5), loss='binary_crossentropy',\n",
    "                      metrics=['binary_accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Combined network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:08.602791Z",
     "start_time": "2018-08-09T20:02:07.844004Z"
    }
   },
   "outputs": [],
   "source": [
    "discriminator.trainable = False\n",
    "\n",
    "fake_img = generator([z, label])\n",
    "fake_img_flat = Reshape((img_shape_flat, ))(fake_img)\n",
    "validity = discriminator([fake_img_flat, label])\n",
    "\n",
    "d_g = Model([z, label], validity, name='adversarial')\n",
    "\n",
    "d_g.compile(Adam(lr=0.0004, beta_1=0.5), loss='binary_crossentropy',\n",
    "            metrics=['binary_accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-09T20:02:08.610389Z",
     "start_time": "2018-08-09T20:02:08.604800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_3 (InputLayer)            (None, 3072)         0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_2 (InputLayer)            (None, 1)            0                                            \n",
      "__________________________________________________________________________________________________\n",
      "generator (Model)               (None, 32, 32, 3)    3507907     input_3[0][0]                    \n",
      "                                                                 input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "reshape_3 (Reshape)             (None, 3072)         0           generator[1][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "discriminator (Model)           (None, 1)            4342913     reshape_3[0][0]                  \n",
      "                                                                 input_2[0][0]                    \n",
      "==================================================================================================\n",
      "Total params: 7,850,820\n",
      "Trainable params: 3,505,219\n",
      "Non-trainable params: 4,345,601\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# prints a summary representation of your model\n",
    "d_g.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Fit model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-10T06:01:56.549495Z",
     "start_time": "2018-08-09T20:02:08.612634Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 1/100, d_loss=0.171, g_loss=6.363                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 2/100, d_loss=0.170, g_loss=4.430                                                                                                                         \n",
      "epoch = 3/100, d_loss=0.170, g_loss=3.121                                                                                                                         \n",
      "epoch = 4/100, d_loss=0.257, g_loss=3.415                                                                                                                         \n",
      "epoch = 5/100, d_loss=0.226, g_loss=3.403                                                                                                                         \n",
      "epoch = 6/100, d_loss=0.170, g_loss=2.572                                                                                                                         \n",
      "epoch = 7/100, d_loss=0.173, g_loss=4.394                                                                                                                         \n",
      "epoch = 8/100, d_loss=0.212, g_loss=4.265                                                                                                                         \n",
      "epoch = 9/100, d_loss=0.207, g_loss=6.486                                                                                                                         \n",
      "epoch = 10/100, d_loss=0.178, g_loss=2.854                                                                                                                         \n",
      "epoch = 11/100, d_loss=0.176, g_loss=4.204                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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mdQLprRTH6tmfBgAYNa4hH/i9GiKvw2Em0i/tMzrCE/4UAMCOSyapG3fZnjXHZ5iSbFoO9cEA1/CySd4Hrc/0+pCLsQ1fleu22eGm7xTZfzPCtsJV7hfNkz8gJn90MhsW9m/XcHqEL/bLcWazeiDiyqhMf1knv4fa3CvxcWYauzfnJN/QYwSlfYLSI0mCzeEK52DJwzGdj3HNbra5jgabBIhrCb78JuM8jCdOcR35SuTjXZGGP+HnIWp25OVdn+71YTPGvXUmzY5/6pPcOMkG+5SzeP6Mj5HfkcDxZ6Uymhb279fRn+KczaQ5vj2b4whvsg/rJtdsusW+TY+w7/OLTsax3YjwMMw1OSjXaALI9+TdPGiQV0teyRbV5gtYC/HcjUfI0yF5+Weq/LwXYjvnw5wTc4Kfv/7egSxfIa7Jfj/7e2qG50BrUzRRA/z+gqyhaGgNr3/dkawfRa4NyiWXXHLJpRNJR5KgwpEYXn71c1AG0YX3BiWOqQBRnndB8rNemWTjW0TZsVN8DyZPfUevrf5+Inxzm10olYlGd5aI7LUZ0UPPEpVWIl8FAIwkfgwA8Kk0xeLWPb6lc0m+tbfuEWWtpYgMPrFCFY7vDFVUw/HP9vowc3YUALD0OpH+B4vvst87RH0rcaKGkSWiqKiqwGzXH82kI5BSQNCvUNohwoje+CIAIHuJSNu6TXS8cZGlrDzzHEP+pRUAQKL5VK+tqoe8rj+gOmA3chUA8PavcWx7LzArzHqBaDLxElHPjPYjAICmSZE7epWoNfsZQVBv3gAA3B4lT+p1SiS+zxABTdQdFc53dvhsa/M6AGDO9wEAYP8W5+ZWgig7WefcfpDbRb31DTlCPzrZFqx2DVaTz6o3qFa0FRFzrcX14KkQvZYrXVUg0Ws576ge7H2ubzNK1YttEK12PKIWyVCq9LQpVdinqbLx7HLN6ptM/lGrEsl3xAbX7NpQWqI+bXDNNwRRb5VWen3QLN5rSGrEjsE10FKUSu0OJb+sqFwapmPLOg7yR8KY+uRL8Iokqr39BgAgY1Day81SKtqJca2mWBYMlSnhRSHaa2tE1H/RCr/riLp4VaSWZojSTNXgvX2niLj72jxvPlFeZh9E7VmVbJHrC5zDjSFRTxVkj8r9emmq14fTcV7b2CRfZx+Q995NnkMPZG76stQg3Gh98GgGfQuk+bwIjg9gp8z5b3/pP3A8HvIS29wTnSTXVUXu64xRHTkVeKbXVrpBNWBQpPKVEq8uL3KdtAe5rs+3yNP+82wjWeQcpNrkaUuRx1mxPWV3uGdroq4Odm3QfaLGHkr1+jBT4bnf7vC3a+tc57VVtvGgRZ6XN7m3lspZFIrOufEociUol1xyySWXTiQdrdyGrcNqxVDYFU8dH9/W8T7qJRc0vp2jI7SZzAsynEgRwRRW7vWa2mwQbUNNAgD0FKWIWT9Rg6fEa1vipZTsIgQPJYJInA4Cm/3ythZb08Yg7VzVItFISwyvF8QBZ712u9cH1aDu/2aU0kfEzze979VPAgCW8oSikyCqiux00DaOrxiq2bGwXyyjvsnn5ga+DgCI5uhkshEiAlx+exEAUK5zjPZXhEe7/3evrZpNidQfIYqcOkv08kVLjJlvvg4AuG5TuvFtk08D5s8CAJJpXuebpITV1+Gc3bvEZ+lZzseKh9f1bVF6W731670+9PcRIe8H3wcAjFfYh01BW9cXifpHPWIPyvugzGNz4AMA2B0bZsWEJh5hlnh6dT0fUaMUpIF/2y1ep+lEkFb53QNtcW15QpMAAH9avDo1rj1tl/OSMykx+eO8rrXwfwEAEi1K3pY4+EC8sGw+GqZFlGvo7EMgc5737zrpK5VIF3qMCDYe481+nbYeQzykmg0xQjaDgOU4An1U6lg+lBvjWKbAgUyCz/HViW0X97h2803200yyPxPtCwCAcmmp11ZAI/+0Ma4to8Pxb4vU1epQev/9Pa6xAT/3Z2GP+yGik4/2APdBRnF/3BeYbVT47Lfq7NMpi7Ydv+VUlMhEuZ7NUUoQlsZnLSXYh7l1ahZujPBZ9bIjAR4XtVsWVpca2N+m5ikR4TNHxJ5UDFISaeqUBAtS0yBTJd+quYVeW7ZoBOoR2oQCfq6TBY28aWzyHNwWp84hcYrK7XGPJnWe0WqG55rt4T5YCcg5J97SxRZ5eHrlDACgLHMCAErOmEAfRdqieHJuRqlhyLU4r3er5Gl7X0PnkIoTV4JyySWXXHLpRNKRJCitYyFQaiAdlNssvvE/WKeu/rURIsv5IhGALymS1SLdcWdGzzsP1ohkNI1oZ3eZyP7lMSL4vQoRYtQvHm0eIoXhfqLwnTzfxoZBBFAVL77PjNCDZ7FJRBSaFl15bgUAMDB8wH8fRAszz30aAFCu0b3ztaf5+9B7/Pvcy0QuqQAQ/pdOjMpHJhuwDIXUuLgl7xHd3MkRcYxA7CKSQ3yrTuS09YBeYadnzvaa8qbZr30veZ5bE1R2gd/Xd8jXpqDJcIRodihAPi1IwMOQSTTUEs+780OUhl9fo70gXyZy2t2idDA64Oiiy1Gui+IEv2vssy+JcUFzNzgXhQH2qWN3YB9zyRlb6bC8UViebruCwToSl6Pxb6PFPkFxvH6/xNz4w722WmVeGz7L8dQ8RPTpcaJqn0Z7ZivPcSqT449OfQ8AwMz+DgAg5CEP62IfiJ/i2rYbRL1dd3Rvh2hXRRwpvS7u7x7FPdZcoRdWZIT7p1nlHmyJO3fHagE4nIfUYcho1rEzex17e9yHgQCfv5fj+njlLCXxuTb/WhbnePkmEfrQqFPSzOPjXIQGaDfLX6ME8akL5MNug2EeyYp4Pfr4zPQotQJN8Rw0R8W7UvbHX/wLtI/OrbMPjQZtuKrA9sPjTjiGf4i8CQc5p8ktzt3pCaL/whb53SrxWbniwXp+x0MBrxdnMwNIJ8ibUfGQa3i4Pp6Pc1w3lng+re9RQt+e4/4/N3PaaSzMsVX8bKtaIs8uPcc1VFzjmdssU0tUaXLeov08a7KiwSiD52ZbvJSf+izt8/klSsz729z3i7eogRoaSjpdiHF+KuJdiTL3wdT0kLQhNvxh9rVqbULtH86W70pQLrnkkksunUg6WhxUo4387EYvOr/RoS99LMS3c7HOt240THTeMFj7qm+Ab/616045IStO20CfyTd0QHTBugQZJitEhnmdyH9gnG9cz3tEcEadUllIf459OMtOefaJrp4eJPptdZ4F4MQ4bV93lJ/7CdrBLkwz0DISEDSdY59enCEqPZMiQgtEvfB7j0+CMhoNbN+eRTTGNnfyLwEA8hb5l9+VwGcJim3vk78ZP/X6hSUH3SWDRKETOlF+vkFex3L03rM0jmW1IfFME0SxwU0+O25xzJPGFT7T4v3FfSKtiQQl1t27RPl+D6W8vV0naHD4Ctu+aBMJ74vnT+UBr/FLpg4UOVf9mSg8axUcJynNAz3QD7sjnqbeSQCAphHRm2UiZctH1KqZgihtSuhW08nOoYsX51NnXgQAtE8RKdb3KQGNJLiGyyXJgKBR5F5cI+I1TaLaAbHN6meJ6FP93Bd+8QLcukrPOE+N+2izdqAP4l0YrnF+mrI2gmLHQpTeiWaVf21fGR3jcB5ShyGz2cb+vRVUapzL7RCf05ZDoJSjJDJ1iui4tNzNXMI16jlQpc07zDFc3OaYVkVYnZEYvcl+ong9wP02GOT+3L7J8dyskc+nctRoWJfFrlKnymNgmL/vLLCvrQTnobjj2Dk9ErR7oU7tQ1uyHSjJUnEqwfGVauRzMpWQO3e+KY+OSso04c8WMGbx+O0L/gAAwI7RpmlKPOR4gpO8JntOKa6P3EKu19bYpxiYOwXu+1yY40mUOB/jcfLi3QL3Q9zLNZi9S81VVTLJhPa5Fgee57wOlLhPLs5Q4vzDedqgGxWeG82WI+UPPktJabLBs3pfp2dgaFdirCTQ3Wdywk9NZPBgqfY4NgFwJSiXXHLJJZdOKB3NBuUDguMKPptvyvTmlwEAy23qJ8VxClsFvtWjw0RAhsRDpbqR9QASMeowt5aJGrIFXvtegGjJXyfaGp7k36ik5GhJGqJUgihscX0FABCUNDNLoIRlL/INPfEMkY9/i/dn+qpOHwY5DqUkWjwqqFDsMv0ZSiWW5LXymg0o+/j0+/AASNloBohiRmv/AgDQfCAR8BJf0wyTn4EJSlT7+0RYGe9yr6kZSTh2Z5Nj2dmlRFCJUgIK7HJso6K/t3VpWzJKZJKUFm7vUTLV8uTzpof2EVP41xmROLWaIM2mgyzjRSKlr+yuAADKK7QF1CS9klUmKs1GJZMAOmgZj6sSfzTSPEC4X0M7+Hn2t/46AMDYE6kiyL5BbJTKw/XSMsRTM+JI2EmxS2ztUDIqz3fTCRHZ3qsRhVuyXvwz1Ch4h8mHM5GX2XaUn0P9lEpX6pyjcImI0poRzzLhn7Wz1euDp8HvyjWi6I7YnJoG29BCkjUhLNKpFQUaDsL+qKR5LAT62gjLc4LilZdvSdxhiXE46haRdVG8DKt7/DwcyffamtTIn/f3yMflBa4tPMV18YlpxjZmTnPthSTvXzdt12ia/P7aPDN67C7wvtGnyJvzCaapsi9yTu8viy0k4fRhKEONwt1lrs1mkVJWPSsec5IvsSS2ycCec+9xka0D7YQNv+KeM9r0hK3O8ZlK4on221xX9Sjtevl17r2gf67X1inJuPP+NvdtocSx50yutUiZbdV08jovazec5Bny4gTPwGWw7Zp4Tc8GydPUHM9fNUqNVDwnYq/mnKOhEKWpe3na8CE21X2Jd1S2xG9KXs/yfhlt83D73pWgXHLJJZdcOpF0JAmqDRurloHNHb6tn5+ihNFvEk2Zl/m5vUCdu52lZBUSH3yj7Tzu7iLf8FP91OvHU0Sryk9UsbImSU4LtF8FNLEDefi2rrWIDC48T11roy7PEL3tlkXE19okGg1JPj3b19UpA8vbRAGXn6FvfzpBPWxwin2JetmXluQBtFrFXrbm4yADFrZVA+Us+ffyKG1MT0s+rJ1+8nNrYRIAoGU5lgGd38fbjV5bszeJviKiQ08k2ZZHxrTdkrxldSIsfZdtJD3kf6NCKe6S2JFMSXPsi0huRI9kfy4TMXslOW3TdHTRt+/zmoTYzPoiRP+tLbGlifBpiNcbhiLfgMSOhSwbdqOFqJ/xcpUmn6WHyRdPSBKMSq5Gqyrefd1M2N54rymfIFx/nZJqUKTnpnigNiT2xyhTirREitUkrbspMUPf9Sl6iZ6a5LO/uMz9k1+TqP0l9tEIsf1O20HtRl2yTxuSY80r2aQNSfpbke+bfJa3/xQaZUcC+6hkmBZ2CxWEJI7Mn+Tzz/sCMkZK5Gsypy3xevNIBvJqwPGKfH+e470ywXVxapq8fu05alOCdUmumyV6DyXETiiSVSNFW9PFKPfLTJ5r+dXvoFRkSx7AlRVqY+LD/B5eJ1ns7CL7OTLMOQxO8RlvLEgmjjLHub9KSXFi4PjiHrtkasB+yIJmcO0N93P8qST5sy5en4VFiTfdFa1SgHMeCDuxWbeuca1MnuJ4zk9OAgDek/DHjXvcX506jYGZANfJxDQ1K3aQUu33nJazrkr+bCXE5ijZ0TM7lHpjku2/rhy+LGywvxekzaEkz5ZrC9SONcQvYL/INvpSSUAdTjZyJSiXXHLJJZdOJB1JgtJ1DemoH5pf6vkM0uNr/gMief19Sk6d/DsAAEPq3LSakhU85cTtRAL0Cqn30SNne1HsQEF6TAVCzAGXjYnkUydaTaSo11/L8fe6RckqnV+RZxEpj6QlRxkE6eWor3516C/0+tCWcagI+zC3wWc8M8F7AgQlaElNqmwzCNM+vnd6x7JRbTWRrxLx7kPiBO5QSulEKAX5NPKq3OKzV7Ps5+lBJ6uxESP/1DhRY3OTqCscEC9HHz3FCml689gFejUaffS42y1Q4jBL5GdC4lw2xAHKG6AdcUM813SR+uIpJ1N0W2JgQiH225Ys01qS/d3fYB9rOueivFxCq3W8NiiPL4i+0afgO00blMoSOZYecHx6SOoXpTmO0hoRv1mR+DGPk+2+0Wb/PU3RCGwTXXvj9JjSLlDyrkXYhj7AtTsb9GWpAAAgAElEQVRznl5ZKRC9XnqR1z8v6y09wDV67wKZ++/fehMAYLxPySGgOd6ZtuLeMkDka3XrP0ktsO5nW6NGwtx8F1b7cB5ShyEbNkzTQB3sU2WA0k9xn3bZfpv7sy8juRsVPbqkYgw+MeHEyUX2KBE0pcZSblOk+Sglo4Rkb7As8mdomBLnZIq5KMsdyWq+ScmjKvbndod9CNUo9fR5JCPMEOfviuFk1lBxrtF3xBx+Pc/+2RX2aW2eufeyLYn32jtasp1DkdKh9BRqKbb9Zplzm7vJfZKK8eCJRCXzuOSwDImd+MyYI5WOhcj3FRESHyxLaYsZSu3+SxI7WSbvJ+Jdz2B6Li+UpHyK4j6+GOAarEmcaThAabQqdlIltuyo38lSX9/i+ZW3uM4fXOdZEY/wmg74OSjZKoLNKDTNkWofRa4E5ZJLLrnk0okk9wXlkksuueTSiaQjya/NdhOz6/fQDktAbply/E6Z6TR8NardfFmqA2KRFwAARpgWuzsPHOOtJRUgU/sU5ysmRcjoMl0VQx2KsXaDTg15SVHTzNNgvWfSsHgpJuqWIEXSRJFpUrwNths2qPJqi/vrO29t9vqwJE4Gz0xPAgACk1RbxAy21TEoUttS0t7sAJZ9ONH0MNRsNTF3/wFWpSKlt0iR2Fgjf4eGKG63pZha2qC6ruKXarezB6IgJf2UviTJXaW6YeABXaRjLaoJ9LqUmbDYhlWk+jCvUY15ZY9qFdEooW+Lji4Nm1+cBlWClShVA8Ulh59NRRXFjARw+1Pk27SX8/6WGEaL23x2vlOAE0J5PGR3LBjFOqwdqnsSMaoyQhNSyl5KV9ttrh9/RNIwaVRLWx1HJdUSo/tghWViqqDRN90UHg+QV60GVVDpYY7mp16iyvhdKW0/E5LyHAbn8wUpTTEibreFIgO057x/BADIlZ00MB5J2RS0OD9VqXCcjokhXZxVLLmlbTWBY0wfZZk2akUDHilIGJN96otyHZmD7I+3yX36TItjDw9wb/VL5WwASE2RH94t9j0naZMyTa4TO031/WBInAJ0niNKgvHbGlV2I8PfDwCoNJlUd1gcMhoW9+upClWGi1K4sS2VjwEgfZHzO1HlM29tsJ8XNTKwNEAVr74oKkvjeAPJAaDd7mBtI4/WLtdeuOuOLaEbM0NSlFWnyn9UF7V9lH2MG04gt6eP+3K0REeS7TJV92MSZhIK0OmpTxJNnxsiT99/IA46Tfbh0/2c18wQeTbwAc+NPVHBX4zRnOMbYF+/fv1Brw958LyMiprUbPKeaTmDYqe5B30N8j6LbeiHlI1cCcoll1xyyaUTSUeSoIK6jsvxJMphoqdiQVJZpPjWTSyyuTmbyGhkVJIEalLMrOIY94yYFNAyiVB2gkRioRLf6LVnxM1ZjPFhP1H5uRodA56SUtiDRQm4S/KZ+5JAcl0K4V3O0CCfmZHyyhcv9vpQSPLa9hIdKvalFHn1NlHf3kUaVK/0UUIMZWLweY9PggopG894DSTTREb+TSL0ATGOWmtENdd0GirPn5Xkkj6ipk7LSYKpC/IbkIBmo1+MvyIFVi7KM/bpypsKEXGNlYmw9CQlofT+CgAgLyUALCkqlwfbfW6A6C1+jsbw2KmJXh+2OyxIlpBULaEE7739tri62nx2TQKfDS0AG46r/LGQZsMOtlEV7FVcotG745VCdAFBeWHOeftFlnivV/8iP19/o9eUXl0BAGzZEuQrpdk1KW0QipAH9TglqVKG87VkcI08H5MUSDLEHZPr7Z4Eml69R43DvARgrjfYjq47iThDEjDakHIg3jDnvu3jfChxQDJEwrFNHThGudTn1TA+FIYmgcCxhjhH9HF/jZl0IJlPSLhAP/vbDJJXvqLjoODrSu2SRPhchHy6e4PnRLZC7cjnJNxiPMGSHVEprROU0iP1WZZEsS3el1ug5FHY5VnQP0ApbjrF+egvOnvW75US6TsrAIBPSnXH+2t0CtqTzMy+KK+TKAscZ7huSHVw2V9DIShONxIi0xgnj6NtnpcLYZE4L0i59Q6dcsKbK722RkXbs5OjJmRMeGoXKEGVByVxgcRx74uE+7RoFiavUPINL9KZotgmDwM6v9fC5IvWRw2ELUG5lycdJ4lNKeLan+P+Tir2KVQSSVmKqQ54uTZi4TB07XBr1JWgXHLJJZdcOpF0JAmq2mrja0urGJCCc/44kZ4vSSS5KIjRlOSZ3QJiqYS8xRNOcJdWoQTUFNTgEd22dolSwiX5/p15SRNj8I0b0CVY1aC0UfRTpxpPUk+7mCWC2MgSYQ7G+TYfbhIRJZ923sk+edPPt+jW3dchMl4dZOBlQJJ9+ry8x6+pY7WZ1JotvHf/ATIdtmqliVJWhyiVrGqU5IplPr/T5O+jAYF1GUciNSVVSfScuCOHJJXRGfL8mUFO9Tt3pWRz1x7UoM46XSRf7wiKzUjxvYK46W+VKOGOj/C+MQ/5Ofb0AYlSggKbNvXTQwNEwNdPc3ypHSLB/RwRl25bUuTj+KhjtFHcXUWA7ECjq6/3iLQzSGQYk7IkDUWkb0sAYkf4AQBeSZjbDtIuGgiSp/U410k33CJnSiHDB0Sbf1Qjr39ynL9/Ocd5HEsQMf+/r9PlfWmJEtSm2EGsDq+vVJ1URT6xvbbBfkUHxUYi5UOSMfZ7b41Sno02jtMGZVtAu2Zj2JYxSrmKnQClFr1P3I5DXB9S3w66zT10X3fCCLwrXGN7OWoEBkMinScljVOCc7MR4pxFSpLQeIJjM8S2kW+x5INXpHorzPW1He3aXyWljtirC1uO/OOXBMwLu1yjiTj3uJGiRBiR5LyjRfJ3r8E5WXsUk45IjWYbs3MrGJat4zlNKbQZ5xpdjZC3CuxTrcTvDZAPN/acpNv+tiR1lqSv3lGegzsazzZdyhWt7HNclR2OJCIJD8JLnL/b8/8PAODpYc5Jy0NeFiTRa17KrURFMxXMHEh1JNLnhk7pKxLjGt3r43yG4pS2utETeiWEw8pGrgTlkksuueTSiaQjSVAeTUc6EId/RlLt2LRfrLeoe/yOGSknLAGnNUkfs16hJ1hcbD4AEOyTgFFbgmC3iXKm9ggr9gUBJyJEF42OSA2TfLZKsuvxAD2ttu4ThX3380TEIyuiB42wL/catEXEdhyvs6534cQIk7GWJAg3UCEyu7fEEuyVJAMELXjRsY4vsFRpHnjD/fCMEWmcG3mFz9HodfTKIHXO77ZomzAkWHl+j8h7bKC/11bmHFFKuFsm+sEKAGCywvHvVfmMMxJEa1Spv59+mqUfokkpP9CUshr3qNN+bYqI7JQE/nrFtvDVOXq9XRmY6fUh0keJOnP2k3ymQZTV8BDJlrclOFhKXVidGmAfb8FC5fHD2z8N/ZUfAwDE1qR4XZZr9KwUYFyLUgdv56l7tyRA0/fUjzvj+Tx5JUsM7etcD+dFKvV3iC69YgdqSomG5zOUgINTXNvBGPfJb2+sAAAmpXxLvUYtwk6W67C2S9uUqUd6fTA8nE/VlTbKYnvy8pnmtgTlenyPY823RpoOKxBHfphzFgtQKtbFa/bKMOc/J8G3u+BYOppoIaJOWp7Qc9xHw0u8Nn+L47erXAN7c9x/TY9ITHHyU2/yrIiMUtIMRn4UAFBe59za89zT/UuUDmIt2ozNIeFNwdmzqS9IGYoZ7qn377MP12e5Ruduc82uRcjP8DEX1AQAzedHcPw04i9MAgBCLZ6b8Rrn/4Ux7sVVL/fs/B55WqnQa9d/zgmO35nh/5MZKfS6Tx6NiH/A7o54UUqesYU8xZi/8oNigz7N/Xx+kTyee/1rAIBPijQaLVHqvSVr9NpdapsmZjK9PoTj5NnQ9DMAgGqFB3+hxr5s3uJZEznHs6au52Hph+OrK0G55JJLLrl0IulIElSnY6NSbqF0n2/G9CW+dc8FqAdNNfh5SBGtvr4rJb+DfFuOhoZ6bUXEHrV3l29mn6ChrW654KeJHFth3jMmqVQiYg+ygvxey/NNbkmBvvV1orN0hMhhtkkUGwsS3d+5dcMZjxRJ/MEXiSYiGhH+6h7/2g0isNUqEdqMPw7bPj4JyjBsbG81sZsjunklLIXbptnXUpY8uhKkVPnGLv/GpXT2iHg2AkBEdMatqysAgEaWBfqW84KonmJbO6AXz2CCc5P0sc12gMjSd5+otVWijn5hhWgoM8I5vbPXTVpKPrzxJ1d7ffCLZ9mPvExUrYU5p5sfCJpusy1bSgLoyoQ6ZoSqaTpCoSS8+0R1p5OUSvsTfwAA6ASJ8mod8iV3h9/7ipQIA6HLvbZSUSJZtUBeDUkS3Mg6ke35M4y5q5ck6adBL8YX4n8dAOC1qDFY3uaabG5QV39P9P4hi32s7RG92y2i207TSUisxB4T64jkG9iRa7hPuqtR63StozasY7ZBWS0dZUnePHH5NQBAQGL0SkU+N24R3WuCec8MkCcf7DtHjL8paL0tNiOxsW5viBfwKPncbFJk1XTeW9Io5QRMtq1XKZHaRT5z+U1qX+ZK3M/BMbaXEW/A+YV5ZzzrvLZP+wwAIGJRajGWKUl7Te7FukgBZvD4vHa7ZFk6WvUoNhbYv0/20bO4P8nzxlfk+Iclr7VHkskmJ3ku3Vl9uteWIXFOWonaFFWiJmB5kft0Is310/UgHQxSmolJAdOgj+Ot7HBuspvc/3cecI96ZZ7XNunR3DbIv4Wrjp00NUTpPlHgGRJK8Cy+/nVKW7pOXq4WuL6nJsPQPW6qI5dccskll76N6WhxUH4NF05HYUeJkCeNtwEAs6I7bwSpY75Wpd4516DkkZdo8qC50GsrEOKbv92SkuFSNsCe5Bs/K0lITY1v/O0sEa/tJ7IfsIkq9DWirgk/JaWJ12hbyJpEvwN79Jham+V9L/c5fnhRSXxZWmfsi9dDHXZlnX26e5MI7QsvMpNATItDP0Y3Pp/HxkS/hbzNaVCN3wUArM+yH9kcx7jgJ6qPmkTcdocIMdpZ6bXV1yASWpZCZXHxeqyfpX67eYnZDnxrRDW5LBFSWqcElJD58O+T/0PdMtwvS3ltm9Jaf4lS0foy7x8bcpBQIk4pbtOih2VZsoLU/BzffoHXWuL95tNttI45DMqrmhjW5tCSBK8eL7MN1CU5br1FZL9bIL+CfeK15JeYmUtOhPy5+rPsN7geaptEj4Gn2P+6eIaOS7LYVoWf3737hxyfSFr3t2lLLOxw/TcqtO9lF3lfUzywTK8Uh0s4mQICcWZXqEkgS0fiWywp1QCxm3bkFs3rA4z2o5l0BNK1DqKBIto6+7a3+csAgOICx1qMc321hRfpcc5xvsB9G/c7RTUH898FADBj5PmgFAgdznCtrvuIwBNiL+7WvxtKUFviFTtpcZO2wPLunwIAOorni1UmE7Zkz1dvSOmMTWeRGSOfAgDcKnwVADA/z7W6rJOfpiB7Q2TTcLdGzDGSTzcwFtuG6eUa9flkT61RUlxpUlrZ8Eqs4Ss8f26HuY8aPmeNTtfFD0Di03JLlCKTUrqlKN6pqHDfF3YppX3lDRZJPKd+EACw84ASVUtKtVyXMyZ7h2t9u8V22w3ycmrMidW7KDYxPcLzqSLaMH9GSnNonFdDkiejlAU6Tnzco8iVoFxyySWXXDqRdDQblK1QaSsU7hPhqDjfpr4Q38rVS3xTrrxFNOK1+TaOSFG8rbZTRuDeV/nGvhznOzITI2IPnyHa7MTorVeWMhqDYr/aW6dUdu8a23rlFJHOaJS/+8/yzR4qU6JqbX0FAGC1+LxdLdTrw8INIs3vuURpIDHAPmT6+Tne5Bu/vMe8VGbyJdid44vc0TwaQukwShJHUJbYhOQ4bXnZcY5l7W3aHUZC7FfIS34WrWavrcWrROdnpKhZNUOJJ/oMUWdwhEhroUCpN6YJ8spT4ppdIULql7YH/dRJt0ekLHmTfavnXwcAxCWbSDsV6/XhNtPf4Wk/10UiM8lx6kTTPlsi46Vc+MSpKObLzhiOg2yzg06uiHT2SwCAzBTXhWeUEkC1LZXctqU8RYeSuzdKacezf7PXlvUWxxFvEk36RBLUxXY0KHFpRSnzkJLyArcWaIsqrtOWkMpwbi73kVdfkmChqnj9daS0gxbi+tNsx4vP7xNvqRIlESWeXUa9LNdKZgyTf72ZGXTqTknwj0oWbDSUiZglxQQlX1xTnrtukI91mcf8Bvl7SfLJ5euOzXb2j5kB4qXT3Jsvnqf0lUlQSk9vka8fbHGP1/vJ71SFGgXPda7tfHkFABA/zbPCzLNPthSO/I03KRXNjPE527ZTlqZ6lXvqihh4Pv0SJef3lrgmWzXJmCAS4YDkDF1zQo8+Olk20DKQ2qTmKTXEddP/LG1SXy9RA3X/Dcn6UqImpz/NfHh7RWd+y/d4FjeqUsAyQp41FcfRL17HhRx5GxcpbGWD4136j5SsxmOcr1MvcC7evElebksmkFKRa9bj5XU1n3OOroum58UU18CVK9xz17I8Y7b2ue63c5RafXH90LZnV4JyySWXXHLpRNKRJCjNMhCu7aIvIpnIJ6kbnRPPmMw+EeDTE3z7rpUYj1BZZuS3aYz22lq+/ycAgP3nv5f3pih9RdbpKXVqRsoFe6nH3JLS7Zee+0kAQHGfn9d8EsFe4jOL764AAJJSd64uxcy2qoJS10/1+pDdomTkGaMXTUqks4bEAt3ZJXL5YJXK8ISegdE6nO70MOTVPRiIJZA5zTFGBok89rck2lunTe/pS6LvF2FjbZPI6kr4uV5b8Sz7OB9nnEq+wYtHdiVnWpRSTEsyQheqnLPnX/qbAIDdKttcFltgpMB5SN/l9yMz1M1nEtSbb5V5f23bQcjrN8nPQoX87BQpWZT22P/tnKBtH/t0d6GMdvN4CxZqHg3hdKhX8r4Z5fxvSjHKmRl6b3meJ7+uSk62ipQsj418odfWvTznv+8TtGu+KFkoRju0edheIllPv0irDSLhH375JwAA1xd5f1W8LkNFzsGnznPbFS5LnNscJa76huQs9J7p9aGclwoAA7RF2VuMkdOCHI9Vp23NssjjxuYD2MbxrVGfT8fkWBiDKfIxH+L+WV4lgn5qhkUaM4O0q/lt8nVY4vEuDDu2CrXM79ZFU9AsSTFGySTekawwzTHug/Ywn9kUe2i9QtvLusk1c0Gj7SP+Ij01n3qe3+fe+Vfsg+IeGK05Nr3NFXrxSrgQMlKAr5ctXqT7lqINZzb7ZxAH5fUglOnDaIySXXGE8UHbEk83Hp4EAPR9L9fPTpLf7yx9kX3uTPbaKjUpnevnuG4TkiJvusR5SCfoaWprkmVD8v6d7qdNuiZe036xx0/GuW8qO6IpsqjdaQQkb2mJfClI9noAaC7wGaU42zSuStb/IZHmRAJOv0iJamRkGr7fdzK2PIpcCcoll1xyyaUTSUeSoOr1Jt6/OYeQZPS+GKb0o8eJ5NdFvx/3SNbnnGRz6Ij96MZKr62C5Onrt4jIk+eJ/AM5vo1bS0Q/kSLRT7HNN/zGTerit8UucDlDhBYdJhopZ+kB06yJd9OGZEn3UhpZvuf476+VpLT0OmGHShMdpMRWNjVGhNa6xf6/nVtCtXZ86NQwTGxtFaAEQZ4tskyzV0ona5I9I9iWukMWxzo0QES1eM/JhzW3QAkxKfFh3vOUSNM+tmEsUXpJbEs8VIfP2NvkHN0t8/szYaLW8Lig1zXOR25T4qYalI58UtPo7bfe7fVhrcRrptek/Lwk35oMkK97ESJhj3gc1awGgOO1QXVMhXzBh454Zb2Y5rryaETfF9Oc81D0swCAu1/9HQCA1eG6OWM42e7XJrhmTkmuyek+ru/RIO1vRpaoMi9gsBLiGi1sS0K6Ju1ez0u2jAGpnbStc82bCUpeu3fF881Lm0Sl5dSkKgdopwpKSe5mmFJCKsb+tiRXXEViDttW61izc9iWQrvuQ0ti3J479Z0AgKEw+Xj2NMc8HGP/BrYnAQDpCCWqSLiv11b9PPee/4Fk0Fin1iM5SruHClEaG9gjf/dEOl8zuH7sYdpTIxWuq+o8pfj0BWYu8QzTbv29UndIbfw2AKAZcCSoZpNzGBVvTmubbb0U5jUraa77jtjUCkZ3fR6fpG8aNrI7LTTq7MtrZ6hpikppd59Iwwrsy85btBv31ygVba87Uulmi2vnDGi3ujTEv2Npng3hHJ9xeo1tVzWuk+E4167vHM/NUdEMDYSp3dhVvH8qLudBlFL9utTwMmpOXtWyLLfEjthHPcykMqLIs84onzHe4H4KVvxQncNlPnElKJdccskll04kHUmC8vu9OD09horUv9nZJuJTfdSVDrWJPpdm+NaNJQSlCyJIZU732moEJEvzHvWVpZuSOVpsSeYgpZpx8G2cvkCj0lkvPVmiUT7TO883eikm+aAaRBCFQSICv6ASo0EkN5Nw3tyZOKWL6I4k/ouTHZEC+zZWo63hytB1AMDGrV1ojdJjuHR4CngsnE3XYYhH1P61XwEA+KRfqeEfAgAsJokIkxrRUqNBtBc+kEkiPS7Z4XcoYbbbor+WzOfeIBHvSId88E/y74jUhSrHKAaY60SMO4KYkxLTthXmvFwQ+1FxnddfSDho3yN1jNbFQy7b4jV5jXy1JaSkT/Kz6R0/8rXjramreTWEBoKopNivq4uMg5oKcw3ub0jMSYSoLjRN/X97hPndtD4HnSbbzMahSfzTptjLWrbE3UgW8wmLa7UmmcZHfZwXPUWbZm2Wf2clg3yyzbkwJPv/BclR98CgrSucdfoQj0ndKolP8+1KNvMaJRbfgFRjDktl3eaLMDd+5TFcOjz5fB4Mj6RhpDhnH8z/MZ8vWcpHpv4S++eXqgMZSu5aR+K19tK9th4UaD8Lr4n2ZIgSz9UvcX9t++lBeWWS8VIjp/j75ec5R0U/7aGmpyJ9oD0sf4dS/MYZnjvTPskyc4l5FX13Ha3JxDmuyZJ4xnqGydfgMs+L8ZhIGFIpYEGk4/erxxdb5vFqSA3EUOsjr16/RineG+QZ9vw0pdTdKCXuPslyXouLp117qtdWpcU8p1aePMwu88yt5shrS+x6gzGuSW2Iz7wySbvd7jT3auUGz42saDfig4wXG4pRajPzPPMLEvcW3HTO0ZbGfTIlWgt7kBqCAUviHie5dp7uZ9vF7Q1o1uG8oV0JyiWXXHLJpRNJR5Kgmh0L8+Uyhlp8k7fVCgCg3qB3RnOUespdiTpe2yMi8OaIIM0D3kW6pBAwbaImmwIANgzaDJQg3psmJayIZNc2r/DZ4yG+gZeH+Lsvz8/rfZQMfAbv//qWZJrOipdf3UFTaYnYXkjxu1MterA8kCzVdR/Zs7NDqWIxX0XLPD5ddKnWxJfev4ezkg/PaPI5Q5I++9QUn9WWTNZXFznG1g6lowXbGYtRl8zPHXopJS1+nlWck+AUx7LZ5L36LBFW5SIR5Hg/xZvFKFGqt8D7szHaU8waUevNvMTD7NFDr9ByIu0bhnhpSU0lq83+BsVm6fNx7pIBoi+vrVA+ZGXNw5JhGNjayiIp8SzZfSLE4BSRfLHJz0ZGYmfO0q6R1LhO2ppjUxtvkke6h32s7FNa2ZLofT3DzxVQooqu0PYWFpvIeVnDbw1ycdc2yB9jUHKWdcjLTZFCw1LdNSh2QwAYC/IZV/NSY2uYmNKIfh4AYIXoleh/wHVfKntRyv7W49h0aGo0Ddxd3MPgNvdytSR20WH2uTlEPhtBjm2uW3t2nt5lLdsZy/u3pJJuH9f5pJ9j+R2xNa1YtIcu2/T6HS3Qu/H0M5KPUGJnmgGpfaVJjJLkn1t6i9KCb+an2EeL6+ydorNGm1IZYK7BmJyzYqOZr7MtTfZizEPUP5Pm3L+/UX4Um45E9VYbHywvoV/qOrUk5sqO0YYz88JrAICS2KZXZQ00HvAcTQ4640lvcK91NEpApuQiXaxTKldDbHOnzbNOv0lppzJEnn+qzrPmax7xct7jfMbHyKeAVKzY3ZSMMVIBvZNY7PUhss8+6DGePRMjks2nRknPrHEct1sSS1Xdh9Fx8k0+ilwJyiWXXHLJpRNJR6sHpXuQig4gMMM349amVJ2UmiHnlikNdUTH3pJ4nq0HRKXRhBMHlbnIa0pVSgeNuuSQSxOB+UpEmabUiypb1IUufp0oavc7+Ea/vyJefkW+2V/TqItPgQjAZxEZrG/T9vCc2LYAYOI12l+K3XorIbYxFqZkMjdHRHY/Tn3/ktlG6xgzRSuPH3pqCuZzRCnFm0TJ2U2x4bwnuQ5NIsa9baLSwir5nIo5/IxeIBKqiz1ru0DEN5QhulGrzJ8YSvFZcbGPNNfIr+txjnVhjs8or6wAAF4dlwz04nW5KXkVl9coQZlFxwsvlOI1usa/UiIIVS+lsarU/elILSHL6KDTOd44KGg+IDKCyiWO17tMibHhI3rvE4ltT7I2K4OR9PntFQBAeMCxqflOSbaEKu8tZykJTYudYqomMWcWUepelUj+6tvkfeAC19XVWUpK6wvcD9/xDG1M8U2pK2WJV9sqbbrDUcduU0jQ20oP85ptJSh7iOt5533Oh0dipzytIpTleHd+VAqFw3j22U8gfYljzS1QqizvrwAAButE82tljnV5hft0Z4Fr+YfD2V5br/4QbROvf41r7T/eoeQQmeBeHW6KBqYmmTri3LvmPnG052nJ6C45PesiUbw0zZyJ5xXbqUvF3oZkqL9UcvhhP0ePuews18XX5nl2NcUmsrElMXtRjqtdPj7JqUe6D4hPov0yJQ1NcjJ2DO6phsS67exxneXzPI+2Fri+hqrOnoue4/lY9EiWCZ/kKN2jFGrNct2Us+RJMMC2Zt/iPFX7mBl9t8z9UN6mpunTKUrklT3u2YDYW7ckpqlf4gsBIPYq99p6hZqntV1e85LEQa1JxWhjRmzUqoL2Ib0iXQnKJZdccsmlE0lHkqBsQ44q6jkAACAASURBVMHc03tIOOORrAw+8fy6TTtRR3zozSz1jD6Jzq7vODmkalKnPirZJTwhIpXINr1EfIIYV9Yk0jtN6SafJTIoiy5Z6ZQIQkGp7/OAEllkkMitkqU0kpZaPpkBRwJKSrqJ+A5RanmbHjGVBlFqYoRo2pB4FSseBe586TFcOjx1OhpK1RDm58mDZ3yT7EfwywCAnQXx2osS1dTXpTpmnbrcnZJT56ZiEvGkIpT2gkmif22TXj2dEPlZlxxa5yY49bvLRGXbXyaCrK1KhgKTktd2hahnfIhodmePc6mDfSu1670+2BWpGQTq/useolBPU/qiyecGrzOCIUAdH9oHALsDdMoa1DzHeSr0OQBA3EPde26Z68GOii59l8gwZVJHXy46VZ89ptS1qnBNhf3iPbZPycd7ivOysiXxOH3kzcLS6wAANSdrrUVtQLDB+4vXpTrxCNFsTjKUD1jcP7rmROnb4tE37KHWIhUl2h6tUxoJ+xintlmhJsEbLqOsHWM2c9uDhJmBXzKzXwBj9QpRjuHBDUozVfHKvfoupYAByfm2YToS1GU/eTvWoPakvCMxOsmnAACxSf6+vSj8TPD8KBe4noqLPCPUu9yXa9uUkIa8IjW8xD5s31rh9xlKcRtFx/NWK7Etu8JzxS8Z6D3dwsRSD6pY5LMt3S93Ouv8o5JlAI1dwL7G8V6IU5OTTghP3+A5VJXTuSD24JBIMfnN+722VJBn0+AZSpG1JMen3+fNmp+Z9atVyc6uiRfuPNdaVyEU9VCy7Fe0I22LiSk0RJ7XJa500Et+tSuOF159Xyoh7HFftHXJth6j1D0mOURrHe6j+OB56F6nLt+jyJWgXHLJJZdcOpF0JAnKF1AYPe2FDanwWGP9+l2xRyQHGAe1ViGaH54gYjQzRAaBtuN1NpwiAl+sEoHV2vKmjlMP7ysQIU6dJ1qKjxNlDEhdqPAMEfKdXX5er7JPe0mir/IO0e1MRhDQMPXbI35HpxzR2PacxLXoEiNVTBJWGH1EJd4rlEqe31rGV73HV2HTRhtWZx3ZLSLKazaliZLkwauCEmf9Pu0k/igRii8k1YV9jjQ4MsLxF0uEPpVN0d+PExEGKkQ5z36S+bLOXGaMyahX6iQpXv9uU+q/7PAZm0Hq+ZfvUsKIDfKZYcW+mOkuwgTC/XzG9hLvQZXPrnXVzTp5F/RzjiY6CiUcX3Z4APAHbEyfMeAV6Ti5+6sAgK17RPKRfkroFYM6+9Qg14O3LXFGdr7XVkp4suPjGm2aROILkosyv8EYvekEeR+eIk+HxN41eplr+Kvvsp3KFj3DqhnyZ3uJXn/npnhdqp9rPGM4Wf+rEvF/rcw8h80y25rNEY2aHbaZ+sxLAICZxCS27zmeiB+VvF6FoWENPol9PKPTvrBekCoCEve0KlqVV58jMg7d5xjGDnhp1orUmnzg4R73pnlP8hSl+2CK9pAf+G7u1dPnqaGJ1MintlQovpb9twCAd+5zf3x6lBJF4i6vz0yzbzFJuD0tmbsBYFnsucsVqeYr9hxxgoUpsYa+JCWNuNhT93YfwaQjUiCkcPaKF8045z1t/wYAYOGajGOA68orOfeSIfa1LZW3bcPxjAxaXLdtHzUhusUjfQv8bFU5jtgV7oczp2X9S5XrvkmegfeWGN+2tUD7tkdiFQMrtEFPnuHeTiTZt3jdkUoDEvd0378CAGiY5NlajedWu8x+P3N6WMarw4fDee+6EpRLLrnkkksnko4kQZkA8lCoFFb4RZpv374BIpTgK0Q+K7cpifQ3ifrSQxKblHOij7d3qNP9xITU4Rmgjn0nwDf92j22OTJKRDM9Ifm6onx2eZ+o6tNnJgEASzXetxEkwixvSH0UnTarmRTRaTfrOQBs35bqkJNEXskAJcDWJFFGQ7IgG2KbajYasK3j8+Iz2h1sbhTRqtM+UpSaV95ulVKTPGiDkmdIsjMn4kQ3/QHHVmGa9Ko5H6dE0ogQRQbFa3FPdO9+JbEiNu0rpQ7RvJWjhPH8KNteBvm9oQniLPL7UINQMhaiBJUIO5m36xbnORTgNT50KwV3r+CcJCQq/7umNCwcZ50dAFbHQqNSg7fFOJdokhLeeR+lVP1Fek5dm6PdL95mReH+NCUSPe9IhHtbRImvXubaSoj0Ne8lr+duirdZiuMcj3MdeVqSxXyLf5+akOh7P5+9F+Wg9yWJWTPEdhIDtMXUc0u9PuTX+NurI5RgEiGOYylN2+L6DtGpJKFH+nQSHs/xSflGx8JGpYHyGvdR7FWui7HhF/j3AveMtsIOlOc49/0xkYwvX+m19eYueX7+Wa7bMbFRXnmGVREaa7TFBTPkd0Ty+0HjPqw94J5PXabE+sIo0fzps4z5KdwTbUpTNA+K83TjwD6593XuKU14NNQnmWfqlDTabc6JKdnMJ8a5Lu7NH18GGShAaRrsLUq6sXMc70uXpabd8+TZjbvsd3RTYkFH+TnXcOykRYnx+rwMcXKUe/D1EKtwL78rWU+8Ekc3JueoVF1uFTlfz49JlgeNvN2Stb66wc9KtEoTU7QrdSpbTh922NaL02w7GeTZUvZw3tbnqX3p2ru9kTQ65uHspK4E5ZJLLrnk0omkI0lQSrPgDdbh8VEK0YaYfVjtEq1bt/hmH7CpY95tUJ9//wOJk5qa6bVlSoaCfckUbZbEcy7GujepDKPIs6NUJFviufLZMeblaob5Nr7vJVJbWSZCGE3wrX3+slSSlNx8+3NEs6NxJ49VNcnv9kyi0sV7tEfEOnxvry/9JgDAN8w+RMsKrWOM24lFI/jsa5+E5qGtay1HBHgvt8ILpJqwN8oxVrzUPZezlBJ3NceepttEl7MeojGjQ4QYyhFFGiV6PK3aRO+hdyhhPHv2RwAAOUGpK2tEXLtXmdvLFySCCoo3zypMuY7tRGJORV2tQ0lPKfah0qYtxiNIqiaZMhYFAP7yqo3943M4AwB4/ToyE1FAKqHqw0R89k3yrLM4CQCISx2dvC1ZDG4TST5zyomTG53ifOR9HOOGZNn29BHhhpOUfNeSUofo/T8FAHx+mvaggGcFAPCBIs/WJHNAuEoGPPu05DnsZou4RkQ9mXD6kK1z3dfqtPV0ZK/F4mJzLL8OABj+HO0306NB+H3Hhzt9Pi/GR4bRGOR+tcOU3K7f4DqpZClJl5pvAgAyw9xfmnhqnr3oxHSda1B6efvBCgDg/R2O/8x57n09yWckMlznIY1SixXkdVZUMirIfhkaoJRwMyuxe1LZ+Pc2uVbjDe6bgHJidsp2N+sBx1EQk6MvSJtIriFeh5I1fnfreLPtA5LfcCyJgpf7Y79fJOsN9mHwFu09wQbPuHmbPM4ucY1OnRnotTUcZv9KYui9ekOk0BSl1aFh8rLVT22XTzJBXDzNbCdbu2SA1f8MAMfbdU80TQNRZqgoi61xcZHn7Eh0uNeHXI0aJqPC831pm+O49DS1Vgo8y0PT3D+tLQXbdm1QLrnkkksufRuT+4JyySWXXHLpRNKRVHyWbaHWbsAfpkjealH0zktSRm9H3M0NqpdaWYqF+y2qV7KLPWs5mnGqfSYWqM4wJUitfY/iYthHEdya6waEUn203aIIawbFfbpMtcFgiuqAp8cpyiY0truyyndwrsZnz95f6fVhT9Rdg16Kw40AVQhX8lQZBMcosup19iWrbwLqSCx7NGk+eIJjUH0c49QwxWzcpei/1aDarmxQNPbVqYpsa1SvqKoT5NoQ1ZtfymM3JcCwuU61Ucsgn+y3ReRPULTfStBpYt3kXOlSC9vWxKmiRScKbZ9qqZAEMZte8r+15fSh46UhNeGjodbWec/LQ/w7WxfX1TbF+41mGZZyXGaPhxR05YfdplrELlINlDOkQJ2HKpywKSmESjSw10TlUNl0EnFqkkkqusH/lDxsw7POFFQ+D9uwc5JupkrerXWoFtES5E1A+JKaoKo4bZLnySqDLBsfULWVleTF8wsLvT6UPVRXjeSY1FZL8Rkv9bONoVdYLPRCgmqvmGYgeIzpuGzYsGwTupQnWRWV1+wK14dK0yEh0OScTzYZyNsL1qyf7bXlF83l2DZVpvo+g4wzFY7b8HJt+YuSZLRDdVyjShXdlknVl6/O370+ngmBHa7RvTKfNb5Lvm50eO5sONEtKAc4J8MdXuOROX1ukOfEvT72IVbmfsrJXjtOUgB80DAcIkOadZo56g3ydMei6SHU5Hrpr9Ks0fBJKZ0DnkXGEM+K6i1J1yZB2rEHnJeQj3tuqiTu4VLosiSJW7fFTf1SkK7iw5dotun8wa8DAHJSeih4jedKK8oz6N5dx5FnD9zDEzn+1klwjU62ybv+FxjaUuFxhuXSCuyOs88eRa4E5ZJLLrnk0omkI4kDQa8fl0dOoZEhmsq9Q2gynSRSieT5xr8VJaJJS4CuV4zk0bJT/rk6IohfYugKJq9JSWBcNsXXrV7jm9byy71RSeXTR+SQKHalMiKF7TwbnJcA4KAkiw31EyGnGk6Rv2ZEXCi3iVIH0kQRRol9W/XSUSDhoQGyavpgHdK4dxjyaQbGQjuo60T7a3sMcvQM8/keCXZES6Qev0hQJlGebYZ6bWk+KSPh4Zi0TleyEZQvruoNL42b5QZR6K1lShC6RiO3IQbnhriRKpGWQ+J93dY5T626uJSraK8PfQEpOmnyYo/cs1wn/yqQOZuhRDKQH0KpdOcRHDo6hQNhvHD+eewlRSq+Kel0hokYA1Jo7T3pa1zKK/ikKvhUu7/XVrcY4M4c+d8A1+JonNJmOcY1WityzdpRImJd5/6Ip1cAAME8pVVN5q/S4ZzMmZwjPSNBrwFZm1nH1b2UoGE8LgUL1QDntySF9G4NEaVWfUS6YX0YVXV8buYe3Yv+eD/yUY658jXu7Ysj3GehWfJkNkTEnm1R2rEsrt3En37Qa2vgMufgwTUeO23Rfrz15TcAAKtxSl2vDTB0YWCURvZYmpJRGuRFZZb70ggTX9+4QYnjpjg4bJTJq7pNSW2g5kj5F0WKy61wfYclse5OvpuaiedF1COJjdvHWw4GAAKeAM4MnEUpw/ne+YB9GBvhHA5scv7nfBxXcIBnXFoSrL6QfKXXVmpagvuXqWXZ3edZNiylO/ZS5NmmSEp2ihL3sEbt0ExwBQAQqXKfdBMcWF4yqtrP+/U413BU555Ij0/2+uCPSco4KXlkSchGdZM8vT5Mya+rtWgbgH1IId+VoFxyySWXXDqRdLSChW0L8xsN9G9K6WuxB3WLYuUkKaBqE1XtLlHfGdYlpUnIyRfiqxDJbqfYhu6lHjabIqoaGyJquLZM6SItaX1WpEjfqPgnayF+Pyx5TeZ2OaSlDaIPJUlPX5jkWz054byT6/uWPFPcWoO0Nc0NSGnuGG1C9q5EwZk1wD6+d3q13sDbN29h0rsCAPAIohq9JG6nMfbPWydPKpIQ1BTkbTQKvbY8piRk9UhaJOFLuyVlmEF+dcT129bIj/KdX+EzvORru0gk7NGJdpW4uLYlWWStIhKtyfmxDEfBHxAJo9Am2oqnJQlviHPij/OZ/X3USff5DKw+ePBoJh2RDEtho+qDd5/P8nsoKenDlAA2AnTbDpXZp+z/z96bRlmWZedB33n3zWPEi3nKjIzMyLGyKquqa+rqblXPLdkSUltegC3AWDIGG2TBAmuhZUAsDAJhMAsbEBiDljDCaklgtaypx1J1V3WNmZXzGPMc8V68ePN8Lz++L+KG2t1VmV3RlVHd51sr18t4795zz9lnn3v2Pnu6qiKDIaWPSvpBkNjkNXfkkl6r8je3l1rMxDj//lad4870UJtciUib2SYNWzq375e7dBnSRoqkXcfjPD4zzutCGV8z3toQ/U/oGWk+++4Jfp9QcPBqhW23G0DjALNHVVstfGt5GdEm16vrcb2Oj3G93gox6WihQh59/Rql5aBqrdxp+27aT+RJz9eUvLXRUGox+XpnUuTZV1Y5Z2NrDPQf0WmLJ/f5mTy/H9+iprjW5u93t0ijtTWlBJJLuev5QbanFnjtK+vk31gvNb68+utkOAfxtuY64tvNDwqNjotbWzWEl7kmww7Xc3CQpxIbSgUWKnJ8m5e5RlLq49iJ4b22vArfCTfTXPf1PK+pKuB++gj55M0Cea7RJY2bIdJkpEKNa13rPlrj+6GWoVZU1Hu6VqBGfG6QfR2c3Kell0ir2gleEw9T+7o4qMS1so+2t8jvjfoG3Pt8j1oNysLCwsLiUOLBym10XbS3K5iJ8xw6llJqlxh3/Mf7mP7kygKl1JDS5zeTCix1z/sPjlNy6R/9JABgZ4oSb+gO73U7DBibyHAXnnudUtPR5+hNUlIKklKIO/rCn/Bc+lwPpYu2Cut14pQcFiXVPz09tdeH/lFJDwGe+XYl4Y7E2PatBfZh8iyDPeveyzDhg/OQ6iCEzcAIFiIKVKzLLnKRJT1yOWqc21vKY6NzcShY2HX9sskt/TdgKBl1axSjAzKutMuUjBxpWJBX424bTRUV9FSWvd3k99UOJWZvVWK57GWuJLH2Po+xNaWJ2eUqr6kiaDUlv71DG0HuGOnq5IqoVA/Wiy9oAhiIxpGTl2hAds+qxySnJzzy5J0c6QEVcGyPs9PXW750mpI0PTXAe8yOvJL6aWNqx0mrx6dUuFOpjQYmGATZzpKvUvIMq80pPdcE7YD9IWoX8xXaSm6rUN3nLnx6rw9HhrlOlpUGa7GffekXz+a2yf8n4uSR+c08At3mu1Dp/mFcF069hnKCfBVySM+8y7mUYofAKmnTHmQ/y0rSvLWxvNfW11XCvK+Pa3qkreKRbfLUy79P7eupk+Sbqwtcs+3OawCAQi+/j6YovStuHZuyQy/OkBZukPPmKqZ+3vgeY7/VEp8r1VGkwUZ6lSJsS/bGkIqydtp+otkDQ9eFs1NGI0l7TzxGmpoQ36sfHmb6qHtaY4GTfOdVwnyP3kz6RTWjCV4z3OSpixegthUM0wY7u8F56omQ5kt3+Z4cOk2tZjNLHuxTiqTCK7QJf+YM27u9zjmY2SbPLjTpefmI0ksBwGCDNCrG2cZsmPSeCPGZlU3eEz7KNuYXbqJrbMl3CwsLC4sPMB4sWWy7i9xaCYU6pZBjI7SZZHopATkqWJdoKd7jDL1vRvopfeWX/JiINzZ0lqnEm6fTbOPGttLBSPqOycsqmqU4FFDMRNWjFLv2koq8FXiGmlN554xDySGlNPG9Spk0vC/Z60yZZ6bVDe700QGeka5HqWXFu7RJ7bQp+T16fBBfiRxcHJTrBVBtplAoUNpPq3z2QIySZETnybunvW5LIqGRHam7z9gg70LjUiIKRnmt43FsXUeySJ3n8kFXZZjbu9IlnxLocB4CshsG6/JQM7u2Jz1bdHQ7vnTacTVXku7jhv1rNTSCDvvUWFe6GdOBe5+ln+8X3a6HSrGNNbm5xevsy9iQ7HVLpE9im/wx8QS1/r5T1Ewuvu0nNL6nctendfY/HlEaqA3+nVRaqZAS854dIZ/UKrxuKUKPwCWV+jiekkasWLJUeR4AkI1S8hyMk17Zqm+3WS3x3nqF/JuB7JEt8mZCJpLVIKXUJ4Or+PoBFoFstzrYmM9hu6nEuGl61mV1clG9xqKZASVv/tCP0Mu25zTX3Stf9gv9Lct+mayTfv3SCJZm5aWa55qv5BTbKBvsV+6RBtUm115olnMUUJoqV8mHQ/q7KYnelauYz+NAp8lnx4NsI6xMxt27lOgd8Whlg/wTjR+8DN+qNzF/cxEN2cYmpBVPniZNI02laqpxvI+c4rsuK0384mU/P9gt+QN8KMXvzrXkWSqbcS3A92viKDWhZ8bZdrPI92UlQd5rK0Y1Uec7sSXNKdvl9Yse1/BwgnwY2FfCZFvliqqQt3aEbezkyce9CcXByqt7+vQovvnl0LuRic+5r6ssLCwsLCzeZzyQOhCKOBiaTqKjEtaFCYlvAdpuQnGeqY6doc2mVqbkE1Jixoms7/nR6KMkdkkeOEVlMFiWZ1N0kL/nF3hm2gqptLvioaINnjMvlHl+H1A0fz7Bc9xRJZKcalEqiUV4ppzcJ7HHB5Wmf4M7e6BAicZrsLSAGWLbo8sqGNaXuO8kh/eDWMzFY+fLePMmpcyuoTZ4Z5n9qO9mP+hQjnDDpFVAGQyM8eWLQIB99RxKTJ2I0uk3FQmvImJwpIlKK4A0I0/amauYL0gzau3amHY/dL9RYTcEfXoEpIW1dstKV9j/ritPQklh7YayVaST8MwBy0imCS8wg7qjsvJj7F9pk1LceA/HNXTkswCAirwb0xGej0+nfZtYRKVKVjZU5l7F7m6tUPrsSZDm6U1KrbFTXBcDddHGUEp/q8G+dOqky5G4ShUkeM7vNnl/2+E6aXX8oolukraErXWVIJcmY5RQ2BvlKcaokvy2Bs19x5jcD8JhD0cn2mjXKPGWgl8CAHzzG1zr0/2UqKfP/zgAIKdMK/UW+XCn7K+3uuH4LisebitPvr+ywbbq0m4u3+BYCuLFJWUz6HSlWQbIM1Ex5a5+5Oo/XnCXx3md2c+jRnF8OoUoSmvLQzzpSUsL8yRhcGpEd/rlJd4rAmEgNQa4Qdq6y9Okw6IS7IaT1Fqyw0wAvLFJ22Z5gH061eNPcM8pvieX8jx5Cq3qFGibNtdkRicia9QIwypP1LtDmtQ8FRts8f0ZrfC9alS2KJJg+4GQvDOzvN8J+uvEJPkeXVkmDRuKC0yW1cYINcD+huyY2QkEg/5JxTvBalAWFhYWFocSD6RBBcIeEuNdTCtLwVqCu/OubaGkcsOxEgtsrRSYrym1cVzXj++11VznjpwGPyeris7vkR1L8TUX5aU0MUG70D3tyuk/ZYR6TPawweOUBBpJ5QmU7eHm1jwAoE+p/b+V8KP0KzuUOjpRSmapgCT+XtkCWpQ6ru5Qwns++8QBZjkDUmGDj05EcKykSHiSDQtxSuBuXdqK7EG74kRIXmRezffWcjyKj+EeagKBDOlYuL0rdVIqc7uUnCKau3pRY9bI4gHlOBRnqGLB7hTDUSeCur9b318vQ3FbDj8jOmYuyebg7mlLbDw+NIJW4QALwQFwvRbqnVXshmnseJQI20pZkukln+2aEmfWKWmm13hDPuUXt3NX6REVl9aYGKTGZHb42VqlR+QVl9Jk9iyj8693OabENf7u1ShZlmQXXBrmKUC/vDKXpQ0NG54SvNTxz/fDTXllemwjo3LfnSz5OVXltVeaZJ7nes/DO0AVKhQEhoY8DMgWNrvN/gQS5KdxScdBnZIszPL0IevJO1QSPAAElqgZBmNNjUGldHJckyF52NWkea9FyS/dtjQljSu4qyppjndNTLvDDolXoynZxpu+rdYTn4eVuzIjr9yCTina8pxr6LrUyG7mmUvfmUDfC5wuOpkieoyyVSjlSs2j7WZTuUy7m6TT3U3a+cZD5N1m7/G9ptpr5F+3KZv7AN+DxRbnp69Cvri+w/fAR0+pqKwKBoYvMq9ktS6vXnnxLimudEBrdqOm93ST9PhmwS9hEt/ib2V5PPYE9T49Q35Oa54ullUccfgcENgXR/UOsBqUhYWFhcWhhHkQacsYswVg4fvXnQ8EjnqeN/Dul707LD0BHCA9AUtTwfLowcPS9GBxX/R8oA3KwsLCwsLi/YI94rOwsLCwOJSwG5SFhYWFxaGE3aAsLCwsLA4l7AZlYWFhYXEoYTcoCwsLC4tDCbtBWVhYWFgcStgNysLCwsLiUMJuUBYWFhYWhxJ2g7KwsLCwOJSwG5SFhYWFxaGE3aAsLCwsLA4l7AZlYWFhYXEoYTcoCwsLC4tDCbtBWVhYWFgcStgNysLCwsLiUMJuUBYWFhYWhxJ2g7KwsLCwOJSwG5SFhYWFxaGE3aAsLCwsLA4l7AZlYWFhYXEoYTcoCwsLC4tDCbtBWVhYWFgcStgNysLCwsLiUMJuUBYWFhYWhxJ2g7KwsLCwOJSwG5SFhYWFxaGE3aAsLCwsLA4l7AZlYWFhYXEoYTcoCwsLC4tDCbtBWVhYWFgcStgNysLCwsLiUMJuUBYWFhYWhxJ2g7KwsLCwOJSwG5SFhYWFxaGE3aAsLCwsLA4l7AZlYWFhYXEoYTcoCwsLC4tDCbtBWVhYWFgcStgNysLCwsLiUMJuUBYWFhYWhxJ2g7KwsLCwOJSwG5SFhYWFxaGE3aAsLCwsLA4l7AZlYWFhYXEoYTcoCwsLC4tDiUO7QRljft0Y83cfdj8+iDDGnDLGXDLGlI0xP/+w+/NBgzFm3hjzqYfdjx82GGN+2RjzT97h9+vGmBfexy790MIY4xljTjzsfgQfdgcsvi/42wBe9Dzv8YfdEQuLg4Lneecedh8OE4wx8wB+zvO8rzzsvny/cGg1KIv3hKMArn+nH4wxzvvclx9KGGOs8Gfx0PCDwn+HZoMyxjxujLmoY6nfAhDd99tfM8bcM8ZsG2O+aIwZ3ffbZ4wxt40xRWPM/2yM+VNjzM89lEEcAhhjvgbg4wD+oTGmYoz5TWPM/2KM+UNjTBXAx40xGWPMbxhjtowxC8aYv2OMCeh+xxjz3xljcsaYOWPMvyt1/weC4R8AF4wxV8RXv2WMiQLvyoueMeZvGmPuArhriL9vjNlUO1eMMY/o2ogx5u8ZYxaNMRvGmF8zxsQe0ljfdxhjftEYs6L1ftsY80n9FBZvlnWk96F99+wdveo48Hc0N2W9Ox57KIN5CDDG/F8AjgD4fa3zvy3++1ljzCKArxljXjDGLH/bfftp6BhjfskYMyMavmWMmfgOz/qIMWbJGPPx92Vw++F53kP/ByAMYAHAvw8gBOCnAbQB/F0AnwCQA/AEgAiAfwDgJd3XD6AE4PPgceXf0n0/97DH9JDp+eIuDQD8OoAigOdBgSQK4DcA/B6AFIBJAHcA/Kyu/7cB3AAwDqAXwFcAeACCD3tctrSl/QAAIABJREFU7yP95gG8DmAUQBbATdHlu/Ki7vMAfFn3xAB8FsBbAHoAGABnAIzo2v8BwBd1bQrA7wP4lYc99veJvqcALAEY1d+TAI4D+GUADQA/BsAB8CsAXv22efmU/v/LWus/rXfGfwhgDkDoYY/vfebTXXpMiv9+A0BC/PcCgOV3uOc/AnBV82EAPAagbx8vnxAPLwF4+qGM8WETWcT4GIBVAGbfd6+AG9Q/BvCr+75PijEnAfzrAL617zcjYtoN6s9uUL+x7zcHQBPA2X3f/XXQZgUAXwPw1/f99in8cG5QP7Pv718F8GvvxIv62wPwiX2/fwLc/J8FENj3vQFQBXB833fPAZh72GN/n+h7AsCmeCu07/tfBvCVfX+fBVD/tnnZv0Ht37wCANYAfPRhj+99pON32qCm9v3+bhvUbQD/0ndp2wPwH4OKw/mHNcbDcsQ3CmDFE2WEhX2/7f4fnudVAOQBjOm3pX2/eQD+jEprAWAfjUCtc1dj3cUCSE/g22j6bf//YcL6vv/XwM3onXhxF/v58WsA/iGA/wnAhjHmfzPGpAEMAIgDeMsYs2OM2QHwx/r+Bx6e590D8AvgJrNpjPmn+45Kv53u0Xc4Xt5Paxdc+6Pf5dofFjzIep0AMPMOv/8CgC94nnf1vXXpe8dh2aDWAIwZY8y+747ocxU0+gMAjDEJAH0AVnTf+L7fzP6/Lfawf+PPgVL/0X3fHQHpCXwbTUEmtiDeiRd3sZ/W8Dzvf/Q870kA5wCcBI9VcgDqAM55ntejfxnP85Lf7wEcFnie95ue530EpKcH4L/5HprZ403ZUMfBOfphgfcu31VBQQjAnoPUfiFoCTxa/W74iwB+0hjzC++lk+8Fh2WD+haADoCfN8YEjTGfB/C0fvtNAP+mMeaCMSYC4L8C8JrnefMA/gDAeWPMT0rK+psAht//7n9w4HleF8AXAPyXxpiUMeYogP8AwG78yRcA/C1jzJgxpgfALz6krh5GvBMv/gswxjxljHnGGBMCXxYNAF1J+/8IwN83xgzq2jFjzGffl1E8ZBjG6X1CNGyAm3X3e2jqSWPM57X2fwE8un71ALt62LEBYOodfr8DaqB/Tjz4d0Db6S7+dwD/hTFmWg49jxpj+vb9vgrgk+B7+W8cdOfvB4dig/I8rwU6OvwVAAUA/zKA/1e/fRXAfwLgd0Hp/jiAf0W/5cBd/lfBo5azAN4EGdXiu+PfA1+YswC+Cb54/w/99o8AfAnAFQCXAPwhKDx8Ly+QHyi8Ey9+F6RBehbAo8E8gL+n334RwD0ArxpjSqAzyqnvT88PHSIA/mtQk1wHMAjgl76Hdn4PfFcUAPxrAD7veV77oDr5AcCvAPg7OiL+6W//0fO8IoC/AW5EK+Ca328C+e9BgfRLoLPZPwadK/a3sQhuUr9oHoJ3tPmzZp8PNqTmLwP4y57nff1h9+cHAcaYHwXwa57nHX3Xiy0s3icYY34ZwAnP837mYffF4vuHQ6FBvRcYYz5rjOnRccEvgR5SP0xq/oHCGBMzxvyYjlrHAPxnAP6/h90vCwuLHz584Dco0D13Bjwu+HEAP+l5Xv3hdukDDQPgPwePTS6BMUD/6UPtkYWFxQ8lfqCO+CwsLCwsfnDwg6BBWVhYWFj8AOKB8qvFkhEvk00AHe1rQTp8BL0EAMA1LgDA6/KEzXH5d7tFpzov4GtrjRadwpxABwAQ9pjDNBRlCr5ggF3ruryn0qgBABJhXtfo8vtIJKTr2RfP8Hu3s+vM4+l5/DsWCe/1oRtg2JXnNvhs9cEJsG/dNvsfCvEZTddDoVhGtdbYH6/1PSMaD3mpngiM6NnyRJMun+cF1B+Fh+0+tNvldR2vs9dWo8HvohHeEwsx/ME4vMZt83dP9zbau0557t7YACBg+H1Qsou6ALN7ub7oGP2uOQeAlroTC7GnqViK95oWf29yDrodXlhpdtHqdNHpugdCT0A0zUSBjuY2SK/akJNhv8E+BMSTjUaV34tfvH0iW6fLPyIOaRMNkneC4ZDGtcsv5NVdmgYCpEmp1tTfHH9Aw9zlL9Nhu6Eg23P1+Wfmtcm24prXVCwNAOi6XA/NOtv2XLZZa3fRah8cTeOpuNfTnwFcjtEEuT6drmihfmGXd7XmIWe6btd3qG12dtcT24oGyaOBIOm8GwUZ3GW6AL939N6gd74/VnR5g14FaHX5zLDoGHDYTsD4752O5sgJ7fZba8vZnfjdd4LWi94fV65ey3medyCB1PFk1OvpS8G47CcC5NGAS9qKneC5pF1Y9Oh2Of5o1J/aZpPzb4J6fwbYRijMRgIaVzCo+Qt8Z7bYPUnbPVDbpdguJ6qne3Nk4LezR93d+dH63p2/vUO6Xd5wDBaXlpDPb78rjz7QBpWIx/Hn/vzHMTKWBQBks58DALw9w82hJ7IFACjV1wAAj+jltV18GQCwPDO419Z8ugQAeEzmouMnNaYmY0QXu3zGqeEhAMDlja8CAMa36Im7mL4LADh7kuFSXpIvQ6fEMS/ntwEAkwm69V/U/fHSs3t9iJ4nA2S2FwEAp8/y3vbqBvvdZB+fnPw0AKAyuI5/6xe+8C5Uun/Eo2G88JGzOD3NRARZLVRXn/UCF/CtKtljqElGNgkmM7hyyfcIvdthfOInJoc1Fn4GCwUAwEabm/DARgUA8Pr6DQBAuUL6zCa5IIcbpNt5hUCGi+Su2To/H03TmW+xjy/27WXfuW8mmAMAPCXB5fmnewAA3k4ZAFCI7AAAqhfJJ69ubeHV2YP1Xo/Hwvjkx89gfJwJBWIJzve2p9I25VkAQK1LOjTforOnCd0BAKzkp/famtOL4Pke0v/Ecc5Lj8O2N4Ic34Uhxjp+5co3AQDhFnn0pcJbAIDREOdgKMXPTIFzsVYm/z3Xx1CW5hgX9tu3/HVyHaTpC0OckA89PQIAKM7eBgAsNzjvqRVuWBd3NvCNGwdngk2lM/iLf/WvomfoGMcwyPV26Tr7fuEcN0wvxLV+ssExpAJvAgBeerG611ZjnEkiJqKci6PHudZDIa7dcJqvo6kRPssJS6gM6cUdFf9sMFlCbZnrdiPHdZKPcn08NnUGABBMaJOs+vHPTYdzkFKbjpHwHOPe48TJu92W3qoBPrOnd2J/5pX3hGQihZ/6qZ9EdqAfANCX+SgA4Mocfz8+pn47fP882se53ypeAwCcT1zYa6s1TFpU86R/sJfreWiYNO4Z5PyMDPFZzl4tg929QRuTBNRuixteVVtSUTvSkMPPcGBXANknyUkAaFfJg16VpGp2JIAkRP8OHx6Ot/D8j3zuu1Dnz8Ie8VlYWFhYHEo8mAaVTOPpD38S6HKXjl/iln8kQMnIXGbGl+Jxaj/tvKSTKe6DJ/s+utfWhT5Kfp278wCASola1+Y9SgSFkSIAYFpHUoERSp3Z4fMAgIm0qnHMUWra6qekee8itZ+rWUrIzrqOFc7z+khuaK8PR6K8dmeHO/+la3x2QslSboASzGD7NQDA7btzqFbK70ijB0EkFsX0Y6eQjFMLydx4EQCwHSQ9Wwqpa2f5e61MiaQ1Rlr0Hz+/11Zzi+MPG17T0LHBpVcvAwC6I5SIElUex2ZO9QIAYncoMTldak6ujr5yVUpMq0uk384QJctIm9KdOU6JLFb0ZZzjXUlQOsqbz1Oarl/lXL7lkp6jJfZ/Id9Bs3OwTjqRWBxTFy6g1eD4qjdeAgC0g/8MAFCboURcGKdUGtKRR/IcNc6JjZN7bfXUmKYs4XDsFUmXc7eobRXHuA6S8zpe7SEN48U8AODJIHm6WqcEuZzinCxvkcbVYbab7XAZxoY4R5nKbpYv4GyH2lBFiuYrN+4BAJpz4ncdp49X+DlbaB0oTaPRBM6dfgqxHmqJZo3z3XuUn/FrtwAA9WNcX7m5TY7x2E0AwJEjP77XVuIYx9XOk44722TwrTukT+AT1CQjb3IduqepfZ0coEYaNKRftKYjvEHycmiHGlhyihpZbY0LODdCOk+E/CocoSA1isJdzlVnmJ+RWR5Zumd5XbxC3m1Gcu9CoQdHKpnGxz7yabgV9sW5SE1wJ873Uep19n/1DN9VuXnyYf44+arQ9DWoVJ3z3hZfm2nSbGOB7+DOZ6VBNXXsFpcKJY1pV/vxKlyzro6fI2V+n9HpQbfG31tx/h7aVxnG00lZa4H9azg83Yo0SfdgrzTgFtd9t3x9zwz0brAalIWFhYXFocQDaVBe10GzlkFhTYZP2Zyyffy8TEEZTfCc94aOK0dDlL7yW37i3FqUO/pOiDt+NMid+UaYO3O1wTYiKUq4Yx2eqd4rMrFuMkSjd7GH2obnUgK6NUH7QNOhFHZpjTv/Ix4l5oWll/f6UA1RuiiC0ke0SA0gMk6NZWNNErOUteZcFl77wI6i4XYDqO8k0FiUU4lMsLEaaTEnZ4NWjZLJ7SalvewO7SSVzWt7bbXrJH5tglWx21RwcKfLznvLbKOT4d9DhnOyUmFMc6zNeajpaDpQJz3nupS42juUqOohakHntintrq+9vdeHuGEbTg+1ly1J/dfjlHTvLnJOi8qa1HGDOOgMSt22QWE1gtwSJfmm6rWNpalRF8RP9Qql1GqSMlpYKc2qW7f22mqWKdnGB0jvqK69o2wwO3Pk55UWpeyRIxx3+e4fAwB64+SnxhHynhunVLsQly2xRXq93CZdzuRPAwBKa1f2+mDAtVWLc6mGE5zn1TCftbrFcbVl1He74T2HhYNA1wUK9QAKFfbVxPncySFp6CUu8qMOT1NmWvx0FqRhNfatl2X2tVHj2h8eJ33eyHC9BXP8HVGeAhzZ5JiHE+S5ZIDfV5O8LirHADzOuQvJ/nW1JK2zTem/POQ7aria/wWHdDwV4Xskc472xHKbbWRdtuHlfaeqg4LnOeg20yhssF+VCNdmZoh8cFNrzwnytOb1Kvsy2KKW/8fX/SQ50X7SplPjteddaqlmTOOp8h12VppSYFdz8nZtSfy72SFNd11r3BDXrNNhH/Mb5HGT4LzG4r5/QyDKNhZcnqClo/JJUB/ka4ZYWHbflS5c3w/oHWE1KAsLCwuLQ4kH06BaLbQXF5FMcIeP5ilVXZ+lZP9MmhLNmxVqMeE4pancCqWV3mG/VEspJpfaEUr01XWeTz5xgefRG1uUqtoeJci3F3mu+ZFztLt4QW7LrkNpsdii9PG5aUpZby/wWaExem3l1nh/fMx3iy5GKJk0T1IyqW9wW//IWUoh1UUZgTxKi3WnDNccnHQa8oDhjovMADW4ZJzeW8sB0vepRyk/fH2OY8oVaPuYeZt2pRNTJ/ba6klT/do+wXP4O5LCjn2c0n+o+gQAwJHGNH+PbcSzvK5S5nwkB8kSXo3P/thnqYrdXaUWUC5Ra5i7zPtTAz4LhdKUrhej8t7MU2IaP0rNYWeBtIunOMelcn3Xy/fg4Hpwam3E0uSnowlqio0spfUfGeScX5qh3WKrSL5YuX4dADA26lcaiQbpXbkdI1+sL8kz9DHyy06O1chL8/SIXFoir03KcyrfpvQ6SEESMUNt/uRn+IybM6R9J097TfEWPxN9fkJpN0xJNh/nWguX2cap01w3tRVKuIk0H+LW6jAHKHbGggE80heFybIfjVlK0reqpN/nRtjXKyWu/WdPkb5zuXkAwJknfc/sRpa2k7bLawvik588Szq022SGeIvf5wN8bwTDfFZt1wYVmwQAeIZacLTGPlWK/P3RcUrwyx3SrK/HZ7KlCOn2yAl6+g30cVxDcsN2xZCtLnm02qy8M4G+F3Q6wPYOItJC4mA/Ly1wHM/3c71frHJO4z08Dcgtkx6PP+XbnltJrutnzj4JAOgf5nptt0njXFknVbIhxVzyZNjRyYo8hp04NcmuXPqDVV7fBNsxPZyjuzplOhnxaeoqBKF/lDYnVycNCbkM7nr5myDfD+5AbC+04N1gNSgLCwsLi0OJB9Kg2s0GNu/cRTrBXbrm0OMprtiCzQJ3/GyUUl25SO+boaPUgubeLu21FTpGKWE0wF21E+I1sTVKNKNdXrvcpjYzmKW0lLhH6SoXpK0g5lISciaohbibbO/xBPtQqNAtJzBMj6rrb27s9cHrpzQwNUgtoxohOZJVfp7tpxdNZYvSQnowCyf4QCR7RwQ6bUTzG8hUFNCc+gkAgOklLVZWKbH3x3U2vaFioy7tayVprgBw5COci+FeSanyrOlzqb2crZJ+mxVKY8d6actbuE7xZqVKaWeySs01MEn6HQ8/DwCYfoIS1p9+mWfd1eo8+1pJ7fUhmSXtR8rUBPOgRhG6W1RfFCTbpjTWN5zB+s7BVkfoNpsozs+g0+Y8xU9/HgDQG6Y23JA2P5Imv7QWyAMxl9p+d83XkLNP0SY0rTi0OcO4puEKtcmRLGn7p7fnOa4O56e9yjbaCoKecKhlxM7J269Bra5PpeKuy3O1VVV8T86XTrOPca0dVXzgToz9zKxw7ofEji3F7WSyPXDWGu9IowdBoOMhsd1CoMuxbQU59myA0v6sQ9rEerj2jw58AgBwbOISACAVGdlrq6jA7VqCn20F8Zomta5JeYF2FYw8qlJ7wSDfCWXF4nlNxTx2+I4olkmEjgKAYwmu2ynZcGKJxF4fogp6dZMKbJUNpi0pPyaR3ahsUjR+cOt9F+1GC2s35+DJg7Ttce0m5L27XqHmnpZtp9OldjQ+xLnvrftaaTOpd1Yvx9x1+HdO3rjZhILEPWpMrqLpXcX4yUSFmAKXAwpk3wmTEFENPwjO74C0pVhkN3QXKGvJBON8hpENtCZv0ri0srbuRfz4XnDyu8FqUBYWFhYWhxIPJB6YYBdmoIhAklJUYOH/AQCU6tz5Q4rnqTrUaswwpfXFTWoEqXRhr62JQZ5XLs3z7L+Sp4azHuIOnyhw7xya5K4cDsgjJ8w202nu0vk8pYpd09C1Mp/V3aKE3HuC9gKnyx37xLQvsfdNsL9LOUr69RrHseI8AwBoZScBAPe26Ink3FlDvXFwEn8XLopuGf0xnRsX/1sAwI5ik6oNjrmUZGR9coLfF/O7tPCrWwcN+3rj7h8AAOau01Z0J8Dz7fUutZtig98H5emUTJBwH5omLbYqlMwb25ROt7e+AgDoK1LKMyd5fbLC9sLl2l4fJscoxV1cJj07Jc7BqmKnPGlQrSjH0Wm14H7HqtXfO4KRIPqn+hBoUcqMhv4QAFCYJ9/UcuSvQot2inyKNMyvUNoedm7utTUtO95rs9S+Fm6RP7o95LGJFFWgWJYSfyDyCMdX5rPG09Sw3pLW6t4lPRJT/HusLdunvNnMNvsU6/ixdsdGaGe8usoTA7fGNlaKshEo20ktrmj9RhPdg0wA7QTRzfQheYZjPSeDQj5AraS0rTi6JvvVHqCmvd1mv/d7moYKXMv5IE813CzX+KIyDnTlldcJ7qYwEj12OEdpuZh110j/wBDtQwNZ0tHIjuKKz5pRaq7BfcUN0o6yTkjJrEqQ7zSVbiysjAmiYdQ5eBnehLqIjlcQMLSTD+R+HQCQK9MLLhCRRy6owTeytD3Pz3JdTZ/3s3McTzC2dEs8Gs2SH26tUwuL98ljVt7Rq2GO64UECdCj92oopiwPSl21WeO85pUirqA0RbNNtvd0d2evDyMuibgTk5aWVKqvBp+VUptDomnQK8Pcp/eu1aAsLCwsLA4lHswGZYD1sMFGlZLkcXm/TbYlfUzT5lRbYlxCZ5MeY46hJBpO+XnbFuYpyQ7GKXX3RCgBGuXlWlPOp0aD0kQqyusKAZ2RKoPBs49Su2jVuUtXEtQQZuV557QonQ7GKFHEsv559OYahz8+wGvTA8oyMU1tYS3G3zfvcRzhMtDxnQDfMxpeF3daVdSLpM9pee+cS/H8+JrO1OcWSSvTodQz2EeJvRb0o7nfvsZxjh+jdPmYPMc2Yhzv9hrbWFYsUkxzMnWUdPGOUlp7MqusIMrskThDbXljNwOHEr/GA6RRS8lKAWBtnXP4UXmY9UQ4jq9epvS/KUG22VQmjIEslmZ9afBA4Bh0U2FUdthuv3I09vRSYltLkD4bs+zbTpHaSjyliPmYT9M33qQ2OdJHWvVOUyvbTFFSr8mkWsjpBCEsTTeq8/w0bXF9o/JiBe0xg49TsncUY1NeZp/ahhpXPOnz6MoW+/Os1lavpNOvvMn4s828PFFr1Cb6BvoRCBbfhUj3j5rn4nK7hdoVtvnpZzmGcSV6XUkqtm2NdL5cJt9EAxz7fOHiXltrXycfnH6O/NsqUoPonubc7MjuU6yTlx2XY39rjZpFX550GhklfXvKpGNa8TZGSZbLOtHxupyPtuOfenR2Nf4oaV+ryYMwQeneyIPQT4J80G6mgOsYlBIB1ErUpM88Rc37ZIDrZ3uCNvGte3yPlq5SgwoZjS/oZ8O5fJM8OnqaNuWYbK93Pa6x+hbX92KL82finKeU1sOQvELPneR8DkhjfFvxYIUN/j6X43OChmt7IekHMm1s8VlHLtBfICI7/Yb0n6Zsh71eWW2s7SUTfjdYDcrCwsLC4lDigTSoTreD7Z0NuDFG2Htx7vT5a5R0UiVKgCbAc+ey0q7nc5SyTp/w/ffDjqLsM5Ry1mZ4zjz5yI8BAKK9zNacc+ktVL5NW1V6/JMAgJUiNaVGmdLYwBrPZ1ealHh6B/nMkjIkp6SJDSd9r6IG2EYtRptZo0Hp4mhnEgDgbP4+AOD4C5QM4lcbuHhp5V2odP9ottq4t7qKrSTpeaPE5+eWqJWMH6PUfOo8PbhWq5QYPZ3pnhoY9sdyjf3KK1f/yh1Kmyde4Bl18ARtRs0BSjHHQnxGLENNqGj47PwIJd8zPZS8ch7VhFiQOeDWJZ3H88qfBt+jaEmZwjtFPiuhHHOJiNzVgm/wnqxKphS6cLsHa4NqtZpYXbiLmCTI60VqOxurpMeRI8y08dhZ8kdBOft6ZAf5+FmfRxs75KX5Jnkwt0ZafO5H6G3ZkyLvXrzLyP7uKn/vH/84AGA7pTN4eWNd0N+FBmOvcm3Sa3GMc5F0OAdPJf3sBekI+7lcIi2vbJHuEYfPbijbeVM50gprJXTbBxir5xiMpoNwe9nHtW1qppelDj+p2MfROG0SgSqzIsxUed2xiJ8dvnKE9r1ulv1rLZGXTuyQhxqS6iPy8vNUMmIwQC1+xWOb3TjnylPFgl6ti5hidcLKt1fX6y3r+K+5RmB3XPz0dAAwJPvXbnjPbvaD2sErUAg5DkZ7+1CKKPNKkqcX67OkXbXCde9U+A6cGKWGGBriOJ89+fheW52WbO5aU50O7dl/IUs+78SpdRWCHOg9Zf44q7yQrzT4/Rl52ilpOU4q5qx4hO/2O0Hy9vUr7OMLWT9WL3RE5YgUk1rucB5OyAUwJfI3pQF7hUtwW77t+p1gNSgLCwsLi0MJu0FZWFhYWBxKPNARX6vVweJiDvEM1b54jEd6NR1NwaM7dqBJdTEbUJr7yDwAYOmOb7wNDvOa/g2qg42ujglzSi4Z5NFMa0fF3eQP2lJ5jk0Fjp2O8tldJX4d2qaBtD5PQ/OEx+Ol8DDVz7cv+67ZVaXDOdem80Zogn0Iz/MZ2SCPU1KzVLmLzgyCZq/i13tGq+1icbWMhFxd00mOuVLisdNxuZ+bOo9JHu+oimCW/S4v3N1rK5almj1VVKkTVRV9QcckxRiPKaeGPgsAODLII8Ebm3zmXaV2edwhvYaGqMqf3nodAJCvsk/BNboPzxse31667ScDLQdpqJ9oiuZpHmEcVUxf/DSDiDu0DWMhsATnIPPyAKjXW7hydRExVV7uCbOfnQqPMp55TIlD5dCQrSq5roy+Q1G/3EbnEZ53nG9xAFt9NEQfHeDx51abxxztshLNgkX6huRcc0/uz5+ZUkHKDoPEG6sMjVhWgdaRIu+fDbOPm3f8hLX1YfY3WOcxkKNj8zOiqTn5KACgpHILa501mAPMH9V2G1ir30EoRR7cbNNIvnmNR4uRD/O4rU9JiZfv8bO5TL5YzPhOJ8EpFjvMBnmM7GTIY71tHtVtbKvcSC/5vkfHTr0ZrvENw7kZ65WDw46qaYe5gFw5/kSVziggj6buPjl8vi7nAJ3lZeTuvBtMulcxVus84B6gV5TQcl0sVcpYq3Ptxbe5turzfA/1j/IdFSzoiLLEOXZGVA274B8BB9J87w1GyB9ujDwUDXLt7SgAf0DvlhNxOif0pBRC0cPxRTRwp0F+m1Sgbl3r6KMh8nK6yyPnETkK8UvyZKOiNFHrfA/0nlQhSoUm7DQ4T5sb3l717XeD1aAsLCwsLA4lHkiDigUNzg9E4Mjq5W1SFM7EaHgfkuH8ogy7zoiKxhW4a4/tczPv9Eg62qGx1YD3xpRmqDjFnbxH6U+Cpyg9nYwwiLbez51/WO7EJYe785pS9WzLoDqSobR27kcZHHis6Zd/Ri81up0r1LoWKux3dInGvC2whHemSEkg05uEEzi4PT0aCuD0SByhXkqCXoV961caluMtSky3t1h+ofe0JMUsHT1Ga35i05YCckMrNGYeH2I/t2YpjS+36BASb5Bu5TLpNB2mVhYeoCS2efcV9kW0qW5TW9sskSYL0mRXJDGPpMb2+pBR4tlgjXMaVYnn5iolqllp2ANK+R9qd/bSohwUokGDswMRBFWYrbGtdDHiNzfPca0EyLO9cq/PpkjLhOO7zTcVOBlvUDI8elSS+ww116LDhLkjKha53KIW86hc/B9Nq9jdXWpMpSB/bxbk+l9gaiOjZLTtltLWOH4amGSctKyv3FOb1Eg2F9n2UoNaWcxhG8mgg4A5OMeTaMDBiVgKFaWxceXwVFZVz7Vvke9uBukKne5S+6mmeP2jA74xfTuskII53nt7h7zas03eq57l2HIhngJcjpBOj8tNfLCXdGkoiHSjjzx8Q/H/IWmXo0pPVFHA7/A+hfKEnAnqDfKd8kOjVeL7JhoaaJAvAAAgAElEQVTl9ylpY4EDTG22i2QwiucHTmI9znEHL5EP0r3kybBSZW01uXYzozx5iA/zFCQsF38AKKpMTvMb3wAA5HpJs2NR0qY4qlLwRa7TeoQ0TKq0/ZNKhVSSN8iyQluureu9WleIS0vvnkepSTcCvpt4os55rNzkfrBZ59xvN/mMWpLOHkMK6M1E4/d9cmI1KAsLCwuLQ4kHEg+ajQ7u3crhmM5vQxNKix+llpJLyXVcUvrSHCXQoAK0qoO9e21FCpTM83ItDYNtrA3w+0hK2oPOmccknSfk5tzXoFRe2k19JIltLkeJbXOL1w/rHNRReY/sVNofUJWi18oAy4Jn2rx2c1Ku1aog2JjzdHkQnQMU+DsdD7nNNsZKlEYSx9n4SoyBeNezSoLpcKxLm5TA45LUN/cd5Do7lNLzdbouD6n0xaqjINCuAnWlpXVV3G1YgbqhEiWma9vUoE66pGNBAdBzbaoFV2eUEFVBw7sJUwHgSIfzX/SU2sfhnNb7OS7P5bl1uMTx9AQ6ODiLHtFqu1jcrGBcSog5yvnejpAeN06zv30q11IJyrVfRSHdhG8zSThKcRXkuPqcSQDAVoO2pttKl+O50gya5PPGKufAKSgAtcq5gWwrpk0JuJxiX27O8/5FlYpPZH0mi+XJG50wQxGOq2RBMUXJNyU34mM7HHA51sXNwMHZoMqNJl66MYvETa6vY4rSGNIyeqtAu9zKDF3IBxxK7mHZQir71nxnh+l4LinEJN8i7W+qVEiPCkF+q0xNIapg/RNRytGPiFtulGR7kqb0tsxEGyXSbVrS+WMqrlfz85oiI5G8EOSaDovUl8XPx5U1NhQiPcMHueCFZreDmXIR8XX2vxqRUbaX494apkaV2JAdyKF2Vy2TH3v2lS2qqdDgUoRays5dDrY2xe+TddK4oBL2u5pTLaNAfRUuvKnwnFXR561ZFWtVyrS+05zXs2ny7kbDP2kYLbFfVzeoxaFFPv+WEtIGC3pnjzMg2YmMwgT2Tco7wGpQFhYWFhaHEg+kQXURQAVJzCr1SzbCgm3hGDWRDyuh5LpHSfnmLUqSO0sqEzHgS3bRSRXj6iiJoYLuBjd5zfaazk6Vzn9ZSTKnzjNITTGNiIcmAQBvXKFU+8J59mFCdq+eOLWgq7f4+2DtzF4fEsOUmsYmGHh53aNNobosbeMqg4MnzrwAAEiN1RD4g4OT+T3HgZvuQ3mKg9lp0B7UUuLcR47Ru2u7q3P8DD1pBo9Resmt+FLM1oiKRKpM9p2blNpHRKhqmZJPK066z2oqPneBZ8rZMUqM8498BgBw40XaWZ6Sh1SkQOl3J0XpaL7C9gthv5x2V158Uyd4Zu6pDHn5DsezdHUeAOCOU0Ms15pougdnLwEAJxpB+sRJDD9Pm+WIzsE76wwSfqqPNL6hgNPdYNDdctTnzv/5vbZiU3+J12z9cwBA6yYLE4ZCpEGgTG2006atYG6ePPzpZzhvqef47GCTz5y9SW0jvU770Y7ocW+Nk/H2Cmk+cMQvYTKYpQ3q7Bny/absKvMXee2MPGPrR8kjO4UK6gfoeZYIRfHMyCm0h6g6PdbDtV3tcm1fiP8I+z7GOS81uKYWt5jiyEn7HmeRE88CAHq3uYY2jnFtp8DxXpuZBwCMPkK+WaqpPInK4OTlERgOUa5+VdrOj2sOz0j5PapieMp8JH9fYlciH9Q1m7LXPabkt5Uu11RXpVJq91ub/AHQdV2UKjWUtWafaOudFCV/RFvkn/kMPUx7krSPJodJt8GEH/xc7acN9UiO196b47s21SXdi0qj1Z+kdp8Q7WJQst8e0viUw7+LSpr7zAl+v63A365KwHx5ZR4AMH7aTxIQGCXvTX/o3wAAzOjErEdBwS/dYsLmwQj7cv0bv4NCceudibTb9n1dZWFhYWFh8T7jgTQotwtUy0B5lufR4xeYFiaRVmJRj5Lx4zFK1QuudusspZRxz5cMs3FKZMW71L5Cy5TIF/KUdyamVPSqy526P8Xz+a0tnommopReW8vyJilQ0tyW/Wuoh9fXtAf3qVT5tTf9Es6tLNt4apDjSOd471uXKMnUle+kqPPSR45PIxyNvguV7h9e16BZCWHrnspOR0i/cIxn0ut3ScekbHvBGKX+8zo//p1L/lhqYaXXv8HvOquUYoouaT5wgtLXDCgR9SWkQXiUEPtly1iZpXGhssR5eXue9HPT7FM8yOtPDpLuNxaX9/pQzbFfR6H0Qb3UFK5f5Zm6o+poW3n2zYmH94q2HRjcINxmFmszPDP/lIooDg5R49hUyYuCSlpfGKWGPX6EPBrJHttrKqTkne0dSv7tFRbhm+dxP7ZVRn6pRtE9KTtnSZ5Rbohz0lmk9hqq0U7z+jdJs9kmpciLd0jrujxP6zf9NDA78vA8n2H8mduntXVHGkpTJw0R9mHkdBgLawdXptxre2hsNVEtss+taUrLwyqrkYuQjhNprouyePWkEhpPDPhxZQ3Z++YUc1OTV+OO0l11Qe1rQolaj9VIl4EMbXUNFWUsKU/RMcXilVXGYSrEdqOyP/pvGx/ubmyUSndk9CyjuB/TkOep4qIiB6zhA0Cn4yKXq6HryhZ7lnGW6QBt9ju5jJ5N/sv28l050bdbCNP3RDYaR0unL31lztPaquKgHL6bQz3kj2NJ8lwjwPflhrz3JlSm/QmlK7qlcvTDKsvx6lvUmJs3vgQA+MrKj+71YeBRpQk7To3wSJw8uhTg/Gy0eKr14izHF4u66N6np6nVoCwsLCwsDiUeSIMKRwyOHg0gPqhzT+e3AQD5ZXq9bdYZ8fy2x99NRMWyytyNI87iXluDKtvcbFOKipYoLQX71THZOuIN2oFuXWO8h7vDzzFD+1dziVJIeJ1SeiFLDezKAiW77AAlf6/N2IvT/X7RxCMxnvUuL9A+tbrGkt7BEKXqtTb73VhgHJLJV9Go+oW63isCpoN4aAtt2RXC4RcBABtbtCtcV1xWRzFHPfI6vLtMzSTe8j1hToxTyp+Rd1qtSimmK4kJddIllaKdbUeeUK+/+U/4c5M2jtcv086ytc25qoXYXkva5VqcmmlJfcz2+XLqwAClfDNEqWtlhhpHIMNnB5QEtGb4e7jVgnuQxfUAhAItjMYW0PSolXZU1LHRJc0c2TQTcUp1c/JGmsuTh89e+529tvqGGXPXuUwvz+gqvZXGhjiOQJuSrlehdj6vGKG7r7Fo5OgEk8Yuv0kpNhIn794O8/PKLLWNtryd2jqzHxn246BOTKgkxRjbrs4yEXM9SP6uGS7hRpV8/nzYwdX7LAZ3P4gnInjiyRMIZakN9kpjqnbY51hGNgrZNCaU5aEaoFZwdcdfL2uvkcav1qjVrmxKQ9ot+RJT0tQStZhuL+l7vcrxDMqjsSoNKiMyNRUWVOqyTz0yG3Xkbey1fZtcQ96r7TLnPZjWetFael0lYc7tJkrwDtrPFAi6LfQ35pBSsmFPXnyrMilH+1RsUy/DieMq4yIttbS1ttdWcZ583V7lezKxzXeYq5Il5SY13r5+FZbssu32BtdFXadcc8ossaPKrzdvUtu5+Qaf5QZI5MAnfhYAcLuxtNeH8pt8Z6xUJwEAnX6u6dZN2n3XX/pnAIAXt8m7jltCrmCTxVpYWFhYfIDxYGHSBnBjBr0hnnPGs5Q+MrJfVKcnAQBz3+QOOhal9JQcph2pE/H3w1dfo9T5RC8l/YGjjJkpZCklBJVPrC2NKR3nvQtVSgwzX+J5/uPjfMaxYYo8m3IaKmxTUmquUALIDlKS2HB9m8fdb1CKODGsPIA9PMd1JA2mPfZt/o7Kno+46LZ9z7n3ii48VLotpFUAcmCcNIj2Kh5LEfMrM7TZpGY5ltEs+7uT9CXt1TcoOUVAT7KjU2yrnOEUB+URletSe5kep2R+UcX2Xvmn9ESbGKWU+vyP0nbw4l1KSrNv8ky7IK0upsJnkbQf1V6SbWmyj9rX9Gk+IxBXSegc+WJhnfn90r0JOM7BFdcDAHgevHYLg0uU6tKPcE6HH1Hxt7BKGfwR+erVZWp5vQ1KlvMzfh68ruL4zqfZx+ljlPS7snUk5kjrr69KS5P9E9ukUf+f8BnjigM7OfEkACC3zPtWZA8rV3kKYFQWomF8O+dSgbS70KTm+tRTlKqvzfHehZIyTdzj/Jz5bALRAxT6XWPQCAexs3tScYLzbcLKQzhNW1NhnmPsqtxLVgVC37rke2td/QIzs1SD9EKrSktJDdNeeHKCmvaL18j3Pae4mFfvceyTOhU4epzXJXpUzuUc++RIU1pTkcExldBYqfpZD7aucy6PKH9cqs57qr0qFSTt6xsF/udU8OBl+HqziWv3ZjFwj+M58+/8q+z/2EcAAOE+ee0uUMtoyU4bkLa8nNvca+va7/HdNBqhdjo0rcwPO1xriQJp98YtFrjc6fLkoJ5jZpLVLfLaxHnSKqh34dY253sspIwb98hnwZAKVX716l4ftqVNpVcnAQCpx+l1mPs630mxFWp32xvsd89oGp5nM0lYWFhYWHyA8UAaVCAAxMMugglKyp1jzFa+fYe7dWaJUvVZFQt05a8fqNADZGroWf/B84w6zo9/GgDQH54HAAzqvLkdoZbW28f4ipGj3OFPP/EzAIDrNyilBzP8vr9C7SJcZ8691Ge495ZVzMxsccfvNvwCezt1ena90aAEV5njM1OKaF+UFB58RPkBvV504dvR3iuiYQfTU2mMK19ZfJzSTfsOtZzTCUp1R/op1S8EKNVsbJL+T2X9PHj9Lr9bSlFDCCnjxnF5TjlHKHFXhvl3yKMd4NzxSQDA9ZdJi9oQnxmR3ejMIDWQwR+dBwD8ybxKfN9Wezt+Jomq8v7VUozr6FugphCAMieUKU0nz1BDHU8NY+5G7p2J9IBwggaZ3iimY+x/dIh2UYQp1fWBPHnqSY63vUmXvJY0456ozx+LKtb4RyQtviot8tPDlOxjad5TG+X4atIQCwnFCu1QSs0rn9tQL7XaIcWUTIzw+q2mMvrnKFGbmm/XKyr+7PdvU5Oau0l6KfEBmorbUY1IfG0OKB+ckg/TacPZXkdCZbsbW1wry9LE03KZG2pwrmM6oFjb5vr7UNh/xbT6VZHgGbaxq5w80k8NZ1aa5Ohp2QkVJ9U7yDlZfYUa6ZlTpPcR5azMKnNEGbJ9VNg3pyU72bZvk6sUSZzrWfJgosg5HQrymmCNfalrIAvm/jIePAgSyRSe+egLmB76FPuXpRZaU5n1AXne9gxRuwvX+W6r6fvzvf6pw8Qo7aLVAr3rojeoET2nU5ctZS352j2u26/d4EnCR49wvBcG+H7tjnCdDx3h32N9nKtlaUNvf5F2+vVNZVwZObfXh1qe9HaVK9TLk6aZENfgmuxhTZC/1+fz6DbvL77MalAWFhYWFocSD1byveVic7GB5jaljGSE0nrXkT1jWfVyEty1m/IU61ctmddevL3X1uwipYALOofuOUcPHq9N21JHZ6PJJnfw0LDOiHPscjTEmKHxHCW3dK/iAQJs142zvRGP94WH+PulV9f3+nBllprSyTClKSfMZ0YVnzLaT81mpE6pox3qwuDKu1Dp/uF5Bt1GFM2yyjCD0n58kBJJM0d6DUfpHVdZoPaWksQY2fCj9Bsqr3w6qgzyVUoogwle061wDEOXKY3W+ymNJeU5NjhIbeyUcvUl0ophK1B6S2WZR2tMNigDSm65Od8rst5mH5w1xZ4NkQ+GlY16TR5pmRCltUjEQzhw493I9EDotD1sbbQRUOT8hW3SzulhLElqgs8+pZpEiRW5bTVoi9oJ+HFQbyZVslp1bOZXvsV7niXf98ld7KTsf1eaihVa4vfdE5yLM3XajVxleQ8XyaODHeW3M+TDGYfSaaDse53VHF5j1KbTzz59bIDz2g5yPoc8ZZD2WuhI8zsItJpVrNx5A1Afa5uUihe74psB2pJ7IU1ONdUTMfJwcc2XlEu65+Q2te/RIdJhOKQ8mV2Obcrlmg9XeX1IcVO/O0ANSSF4GFRMnqffw3IILRV5QaPG9ZJb8XNJfPEbtIOMu9Ti0iN8xnGVqG/LjpUo8p2QyRx8PSi3G0C9lMJsgnSYXqSNPqOTp/AAxxUKquz6ojyR6/TATZ32qxgkH2U/k29QC2spfrFX8Whp2UVTS+TF364p9kpavnOMREs1OP6eJp/VUrYUEyafTazxmd1ZvuOzZz+014fcBWl2hut9687LAIA+hydn5X6Or14iT1S9Gu6XqlaDsrCwsLA4lHggDSoSCePEiQl0jigLxAal3+FhSn4fTTEjw+xp7tZD89yNy1VqJNno1F5bG1l6PtW2lK9vnbtwUB4f1RrP2h8do7TqjlELe3Kcn8Pj1IQam5Qg6tkn2M6bPPffUq2dCdVUqiveZSTl16c5NUKbSXWefdnszgMA2splVhmWBJemZFzKR+AdYG6ucDiEiaNDaCoj+K0lnvP2BZUjUDaofA/7/mSE9KsbnuX2Vn0pZs7QMy6wSUm6m6E0M6tMD5uKjzo/zrkbPEa6DmYoSd52qLnm3pzn9fIeC3VIr3XNYTjOdt0h2stG9tlsevAaAKA/Lm3tGPuZXaI0552ldvasMnhsb2wfqMcZAATDIQwdGUJHNrQvXSJdHi9TFpuqMHfcjGxOKeVzcxIcZ+mKr5VWcpQWG4rKT0Z1jv9l8lavtPZU7Cm2/exfAAA8FaSmNJDi+rj7Muf19y4pi/eSYlBUUycg+44Rb/UnT+z1IT5E7WIkyUzX/Wd47bFVehj+xCAl4rP9pOnLNzbwygFm5+h6Qex0+rGa4ppuzXLdxYZIE7NCjfP1ET5zsMD+5FUjK7PgS/teg++Jjctco4Ux8tTLXyOd5zPizROfAwC4GZ6SfFpxYhdOKI4ux/XxTZmWelQTrpqUtjBPrX9FGd8TS35mjVgv/7/9GmNymscVD7XBV+HiND8f66emna9+p3wU7w1O0EE6m0RtjGtnc4M0TfRR8y2pL1vKVB5dUexhjadFA2/9g722al8gf4ekKXW1oLrKwh7riHe3SeuPKU4tv0I+mja0xTbW2PbqZ36ez97hCcQteRSnTlJDM8/9lNpt7PXhgk5I8l8jn+/MsiJCos13T6LB+TgxyXf1vQ0Xi3lrg7KwsLCw+ADjgTSotuthvdbG1AZ3zEKOVTS9DHfpztP00ivJHnJLZ8FG3nCJhK+9tOVfX47QplOUM9fckuwvIUqhdyOU7BM36cHz2AW28XSWUtVSHyW4aoPPnBnkjt8pUpp/c0lnyi4lhELRj8Iub3GH3whRivB0ft5VBvSw6i1d3VZW6m4X7QNMfFBrtvH23RUMRngWvVZVFdtJnf9OURuqSmNqJSnFlhcpcV3zXttra3OGUlY4NA8AGFEsSL5CenViqp+1zbH23yAdPvJhelGe7yX9fruXfWktUbIMKcdbQ5U1F+u75/vKD9hX3+tDtqJ7+nn2H01SCl08MgkAaLflhViVDS3QAu77NPr+UG228Pq9JQzGOI47NUrnN2qUxj8mW1S0V/XDelUh9jKve2v5jb22FkTTkKv4G9lLX1untmJkByrLYzJQp82wWeMpwOd1SvDSimxTdbZTFi0hZS2mKqe72lw85vNooCLbj6rJdhLUru4o+0gkymujaY5rZLSFUMiP8n+vKHVa+FJ+CSpYgLEk121BNoviJG2XN13yxZ/coWZnZK9zO4m9tozy+TlB2igGVNX2zg61+WaVUvv1Ju3HyYpOP86T3n/tKOnzorxBh0qk+72IqnF3ef+X5vh9pMs1X970vfh6ApzTeomnJ+e0Tt4O0sZamKPGGuhSAzfBA3SJFKrdNl4vbuD0hvLiGfLJRl3ewqp/tVKkRnVrhu/Zzbfp+fyX713eayu5wLFNKHTOGVedq7Ji6hQqGa3I01rztLPFv9vXSLN2TH259yqfGaeH9roqXrdP8eTqvOr05V/f2OvDmQzX2v898wV+sa1TLGVUVyIcHFcmmeER4Isl/73xTrAalIWFhYXFocQDaVDGBOAEU9geobS21ebWuFbi7pu6zjPIeovnlaVZSpK5u/x+OOtrUFPP8ZqZNUo7t+YpkY8pt1uqxUwGoTYlyCcmdK6+Jf/+jCpALtH76uJ1SgZ9ebZX0Lm+J3/7W9vMlp5p+2effR9iH/LXlNm3Ko/AY/JCLFOaOqIsF2ubc/Ccg5P4A04E0b5pBJ+hVBy4Tcmj26J0EtmkxnFtidJq3nDsK0vzAICRqF+tdOpJSqrz0kDv7cjGMkiJp5WnpLvdpRQfD5PeL77Ks/j0hxSjUOEzt0TnD59mXBm2OC/hGPtWW+LcZhK+11v6SfJFbofn4C+p5stzyq+4sUiJsHhC9CxuoN494Ho7gTC89FHUP0SaxpS1IR5kv+OSWm9fI51Wi/x+aZ7eaNUV3wOuI+mxEqAYWt+tCNxH2rkFaVBNSuPZCc6BC8aBzT9JTWDSpZZz9yaj+R/t47NVSBlrHWXz7lC6L+/LVjJ+gbSq1NjGq5cobX9mgrbDsrJvFz16StVSC3Cdg7NBOQB64SIq+8HCAvs4m+PJxoUi569WkfR/l/y0dYfa/eiwX7vo+HO0qc5sceBFZdxIHuPxyViYXqwLQXnVRsiToSo1pBeVF/LuNunzcpG8+nRKeQm3uE6CsmtvblLTyMLP+9aZ5popBakhvTJK295Yk/duvsq57Avxukbo/iT9B0EwaNDTH8JlecqedVVdXJ63TykLR9rwJGdp46sAgG+9xfH8xL41o+QmcBPSqIfZZmeHNHG2VP1c78OxXv7+v+pvZ5ZtZQbolZsZI3995GlqUC44Z19f5bvpjZepzTXv+FrclafpnRuMca2VQmzTTXJcO7Lhfk2KbLNYQqVtbVAWFhYWFh9gPFg9qDbQ3HTRLnNnnEzTa2+ny910/i2e47cd/l5bo/QRafOztDG315a3Qcmqb4OSSr6lGJEuNafkiGIAqpRSj8gjp7ooD6C8cstdUVzT1tcAAGt5Sq/OBO/bqOpcP8z7N7dW/QFtcOc/2qBmFwtR+5qo8NkmS03KU1XWkd4jCDm+jeK9wusYdDaDqF2mZH6k+WEAQCbBnGUzVylldALs+/o6pSIJ3Nhu+LaKc0VKOukmJcN7Hu/pWyedW7KfzC+rAm4P52hhhvaArKrD9rR4Fh9uU6OoX+R8RCaoTXbk3TMSUj2pnfm9PtQXqUHFdviwVkgZ6AO0/0wqN+NOnZKh6TsJBP2cXgcBtwPUNzx4b3M8x5Ls/3Ca5/dzl9invCv7xRLHY5TnrFT2JeZ0mNLnI0OUspdjlOdGHfJ9dYSS/7pqko2GqV0sL1GCX/gCefBUivOazageTo3aTnyKGsTqKiX8AaU1rLf93HGBCLX8o3n2pVRVBpVJzlOon31ay5L2PZOfgPPFmXeh0v2jXW9h/foSYisyZnRJi0SA/bp+l2u/43Fuawuq9dXUml+/t9dWQ7zYl+earznUgI6us83pKfJz1+MY41J8ujOq4pwn41cVIxmr8NmrF6llZjO8b32e9B9KkA4B+B5nGb1fQnHSb7vJcXVzfJ8MdGSrnuO9waGDz2YegIOEl0FcGb2PHXkOABBuUMO+dY18UpKX57WXqN10lBkjl/T7FD5BHksoA3ytyM+ItM22slGkhsnf9aOk3ZOzpP3v1tnm51dVkXlN6+OPOG99z3NOdv6YsX5nOuzjn8z4NqjN0iQAYNhwnU+MKofgMnlht+Z2fpv/c50gurg/Ld9qUBYWFhYWhxIPVg8qCoxNu+jq/HagQ3/38jJ3/PFTzNacr1PjiE9IEmwokl5efwAw3EcpartF6SCs82QM0tNnYITn0X/po8wN9cSjPM/P36I9q7LI+1ZWqNHckNTUUebpyDw9yKaOsa8xVfZ0Mv75fmSQMRo3XLYZXqO0kfNopzB1HvAe66M0PtQKIRJ4sATw74RQuIuRiRJKAUrSjvN19ucm48fWWsq0nKf2YrKUlkJ1SoSZUHOvrXCdktNyiuP3mhznRpgaSrTLsZx4kmN5VJnnewKkYzNFDWxugbaDtZu8r2eMfUmvcD6Ghzh+b4xSb7bhn+/3jlGCuhen9OmqdtbMjuppVcgPk0Oc+4G2h6B3sF58oVAHw6N5mLTsEc3/EwBw+S1qzkWXtNxWRhIoM4NXprQX9hPEI6NYsttNSovFHGma65HXnqHUOfE4afrMYxz/3OvU6r1+xkeFW/Sc3Jqhfeue7ndznLOhCeWU8/i8YMen6dDJSQDAzTa9q4oVzvmX7vDvrktN5qfVxngthrDra2DvFaGwh+GJDpw4Je/U1j8HAKzPcEzZUWoia1VqR0fPygu0SNm33/FjkKZHuRbfavA90CpR47w1QA0oX6EX8Nhx1XV6mvbNxCa1mokeamVvi69uLfFz05Ded16jPXpM8VIjMdkMu75WXO+wXxtF0q9dplbWrKkiA0jHIwNsO+YenD1vF5FQCMeGBpGafFr9lIdsjjSs7Xo4K8fdqVN8n6622Pdoxs92v6nKvyVVUXYU73miyTYCqkLcCKlCsDJ8PDdGvj9yjLT6RpTfX7pDLfT1FOe5ckXtHVWFh01el+3xbUhFVVeYu8t3cDtPrctRxvKWFpUrj0in1QVgK+paWFhYWHyA8WC5+ADkPMCtUeoeOqpaOyE2c+JTzObgLCsn2wY9YkIhai+NhB+VvbrKHfiFY7QZDcm7ZHiK3ldKzo2xI5QQoyme21cVk3LvDrWOiQlKr5kM74uM8vPyItuPReXdN8jMB/vl9c0NSqrPHqd21neeGRB2QtQm7inTdv4upa1w5gi6B+h15nkuOt0GuhvS4KYopTxxnpL56+vsX6HGZ/aG+HdS+fXSsk8AwHXR/IXnaFfrP0qtdVPZpJdvUXo3CdJtWHOxJm/IlVVlUB/gPDzyOLWBmuIfVtf4rPAQpdnxPlabbRf97IRJ10sAABZwSURBVO61DVL3efFFX4yfa7KpLNygdryqmkvh3n64B5iZA2AEfWG7iPg2q+AGTlLaPHWKc3pli9J0VfV+UorNiidIp3bSz86+UVJ8jUdJfzAoe+awaiDJW7VXNc0eOyoayUNqRRkPTk6xncl+ekZtpvjsm5fZbipKGk7EeF0zMLzXByVUwXPTXENmktrGoup77fLonTdoGxicHoXb8TXr94q2B6w3OqhuUuuZ7qeWNzpMLTj1Ua7flevUVkYatFXEh2gTi7d8DSS3wf8/NcaTi9hx8nnh5CcBALeXlNX/GOfiqLLAlwoXAQB1ZbG4kKAH4+AwefRaifaS9bCyKTSo/ThZ5bBsJf0+zJAXz4ypSnWaa25nVBnTHY4vv0oNcWzAn4uDggsHTSeLnSXOoXmS4x6P8NkpefWF7pI3V4y0oIRitB7/+F5bX17kXA+7LwIAltv8e3xANmPFmkXEu5AyefKv0Du3Z4BavrPMZ61e5TtmSRrX7CLp1b43DwA4pkwVrun3x7PFd4bT5L1OQP2U92tcVawrbeUJHIiiUrw/Ld9qUBYWFhYWhxIPpEGFwg5Gj2RR/v/bu7LmOK7z+nX39OwrMNgBEgQMLiApUVLsohQnlaRSSfkl/9A/wBW7KpVKoiiqVCWxZS2MRBEiKZAAsc1gna1n7emeXvJwDqalPNiiPUmBVfe8DDDL7dtf3+77nW/NYl/rlcBKzk/wf+4L7JjFAvwXr2xktJ8w6/hn1AJFRDbfxW/6Hnbkw31GrBmrIiJSGyHqqjzATp2rwc6pU+POZOFjiC9BK32LTOHXW9B8bA9a+rYHtmH8B76/ORvVA7R6mF9QgqZ/WMGu/t4HqNc2ffb3IiJSuglWkrgoiG5MLqrHl1AsGclwARpTxWNttwP87/Uw9/kCtKBqQD8Tmd9P1qNutn96C58NB9B8Pn0En0vm7jsiImJPQ1sfLUN+FrXslQ3mqVTAsIZziDjrM1t9eAZ/ScGEX66Vhabc3oLG/s711fEcnDSY9YUPFlKpQHPa2ETUm5nANSlsQKMdVtISTFpH0kIRwxW/wKoNcbAajxn3SUYYLhTAPA5C9mJq4Pv3bkWVD/58Gev52TFYy8tTaPCzZazjtXUwgcJtrO8U6/+tkHU2Tci0NsPzZ4WJ1jnklC1Apjs683u+xfjvbVwfzyFfgNZZZd7I3jO8rt7Ed7wkxmAQlnx12JOBOzm/XixmSHmuJGn2rkrPof5j99e4bqMt+pubqAlXDSHX9i7urdvrb4/H8g2cnxbj3JlDlbFY3UNjBFkINT94fCAiIn9JxuQXwcC/IRvYrsD3HQ5x366xjl4vh/N/foBnQSoeMajTPuQ5LMHaM8Vak7NJ+FTbFph3nqymmIlqTU4KqURc7q0uSSKNecV03LtaFrIsgwBKM4fnwKca1tHRGWSrfflf47Gm2OtKy2GtLi9iTD2G36QZ7WwFkE1qE8/Ts10wpsMWrDf7MfiYcybuF5P5T6Vb8CfvsxL/0Q6uwTCM+mQ5Lp4RMeasBqyYnktjrLbNCums2Tc692Tk/bA1qhiUgoKCgsKVhNqgFBQUFBSuJF4zZloXXYtLkc3eNIcJmR5MHScdmH1+xFDO+B7LhXRAxS/OauORzCX+9gBU8rQJ53tm9LGIiDQZeNF7RadlH2NUDmEWqLNN9v0Owqen10AvzQuESZt1mGqmTzDXc5aPeX4QJQ6OUozEqIPOByXQ2Nk2KGmWTbkCC3T22N4XI4wKT/6xCPxAes2+mAXQ8yQrO8Y9nKM+AHU2NLw/NURgQ4uJu92L6PKdFNlg0MJ3uz3YCfIa5DE9AxPGrCAseHYK5oMjNhfssjncdRtmKnMDIbCtxx997/M0gyWaDL/dPzsYzyFNM2L+BGbUtgGz2U020Jv7AAmJgxP8dts9En3CYbyBH0q/5UlwGVns4doFLMTp2TSThDCrFF2sv3YcMh9Vo5Bk5wbMwiZLHAkd6Oss6ltiaPWtHciquMbw510cs9LG6704W2awaG79OUOcWYB1NYCJuRZiPZ4fRi0/HGEr9TZCrp0BrtufzWEtrK//jYiI2Acwn+wOdmUUTM4MHQah2IORuAmYhqwGjlvzce5hH8n3CebCZhtYP/Uh7qHzl1GDUCePdXuN/en9IkzV+hZMVsk4Cxuf4lod2xh7l+bYgJm7sQTWYn6Zoc8dHMPrwFQ4OuccY3je1A4vxnPoC02kCTyznCms0QcmAlVK78HUVRJck5gThfxPCkZMl8JMThaYsjJkw8VEiyWPhphTIYApM9/DMy5m4N7rNSLzmJHFWimu/pWIiJxlca95AULuvRHW5NQHMPWf3sAz7eXXWINftvDcvLPMFjm0Lte+RoHvLhtiTh3jmGES8utWokTdkYZ5x3yYF/n4kpUUnpUnGdZjsjAXx2hLV35YEV7FoBQUFBQUriRei0GlYqbcLa9Ibxbb7Nl/g9WsTWE3nWtDe6/EkKhVmIKmuaGxJPx39sNp/n1eo0fwsnhgD9qqtXogIiIfbv2riIi8VUdY5AIDBzanESY6P8KxYj1oTaGH39c1OmtZdqnVhAZwr3BnPIfMTbKMKgIKlpYQDGEf4rtfTiPYI+SchjVX3An228gkTXl4a068ORZbZPmQTByae0GH9vK0AFkN8LakLWiO9wur47HeWoGsjw7YksOCRuinodHW+PmpzXIyCbCZuWUcOzQQRpyoQhvt1yGT0Qi/7+Sg7qcLYBjTLktQ6UvjOYRFyC3ZhOzjBtnZPuT3qIgCo9kmi6w2+hMN2xcRyaRN+eDdBYkXIYc4W44bMTCRtwXz/boMxtFni5UYfL+yJAvjsX7C87Gr0AytBBNsGYRQ7SOQJz6CDLM5tI1Y4hq8xfUfPP83ERGp5aGNW3RsN2KYQzOEht+3yQzCqKiyxtDixTQ03ek1aMJOA7898qHppjwmQw4cCYPJBUlkUhl5f/N9OcmDcViPcG1XFnmMbdwPn+tgK9kSZJWnNp2yo2KxuTKToZl43vDY2HEazLSeZgJvG2N7JqwfHktlFTNYmyYL/AaXxXwNsOBaAmvU6uE4p3XcMCUjmkN5Bcd0DDDSho3vvmKB48MM1uh957JlfeP3SOgPgD+S0KqKxSRr6xXmEMuBOW1/9KGIiDzdR6BSuwt56EylsZ3oGbSxgDX29JjPvzwCFL5m89j+NYboN7D2ktcgy8TU34mIyOIs2amQEcdZ0DnA88OykHzbY4L7wMU1CbVoDukkZGTEcUwjwM1kJcCS3CGu29wMrlfcTUi7pdptKCgoKCi8wXgtBjV0fHlxYElxj828+thdU7PQ6M8S2I37tNt67EKYj2O3DcJo1zzdxu76TQafXbBYaXwVmsz1FRzji6csEssijjc8aJJLZBmZZdipc03YcZ0ktJGLE4xztA/GEFBbq5NRiIisCY55msYY7xShHWxT09WnUWap9QRjNqyauP7kfCYjx5PTvZZs1sk05qAVVzVq5NehFRXZzvnokwP80KNMFtvjsY6aOL9HHgrNntDnNsfWKDfXoGU+Oocv4SUbD7ZNaFzTZGfbZ/BZlWz83jLB4s6GTEId4jibs9T256P2FBfHGMuZgzZtOEykXMKx/RRCjns1XBOn15cJuvRwDDcUq+rK3Q7mX5vC+jrKQKYzN8Bu8iHO/+AzhCLrTNh96dbHY/3TE7D0r2oIj88mwfyObGiI10tY9xU2lvOP4d9Ms3Bq3oVG//gC9v75Do7diWFtXnRZ/PMcMtVol2/lW+M5pM7AjPSHYDB3l8DSqga01qQNzTbN5NSi5ogxQb3T9kSeWZ4EJw7/JwuaBRN9yjY2dg1zb1Yhm4QG+bqdx+OxYrt43Oz4+E4yTa1/iq12ZrCmPutg/nlW9DnwII/bDRzD5nMmHQPzaga4p9u8N5++QGktvwumNSxF8iizmOphiY0LB/j/Q7YtuTYLH5TTwRyd6neKS08IfXsgXzzbkriLe8ttgbW5RZzPNxUw7r0XmEOji7XrBbhZKnp000xZWJM7fTSINByw75M7d0VEZP1tvD6u4PwWamS+IzLdA6y9QZJNZTWs0eM+0gRaJ0iJ6A1w/4fCY3ePx3NIMmR8qCONIruA+31AppebwYV8l6WPcrYte7oqFqugoKCg8AbjtRiULqEkA0/Medj1k0Mk6momtKg/SUOrOjyD/bY/DV9VK8dGe4m747GWaFtfz8IWHJxijCwjVfQQWtVdlm5v7CJhrLz5FyIi4i7iey9ZbHb/P6GlhrRf+0fQnjSWoxl22QqhEZXoMNkOvryEcia7jHhZn8F5nfagXaRvglm1h8eimZPzQYW6IX46L8EdjJ/NgHEkXTDTzSnYhV+8wjn2b8EPZ5mQ70/ffzgeqxyHprcWwxj/8DH8I4k1lHFqd0CR5rPQ0o4PoDHlbkAjt+MsCvsOzr31NfwBf80k2/0LJgta0GkaJuZ4f/XWeA65MrR9cwlJkPsmtOi5ANpabwstUcqrsKVXj/bENyYnTxERZ+TLznFbDltYcxm2ei+wiG6RkVG7rw5ERCSlMeEwzfJE/ag1w3kDY2QzkNl8Ad+1mVj7j7+Enf7BJtiF5kGrTJqQQ+wG7hOX0WZb27gG2hCyPGO5Lj8GJuH70E633cjS8OoIvzlm47xyD/+/xet6fsoE42ssprz7XHx9cj4oLfDE7LWky0izy4TQLlnQRhrrwW6ylFYcGn2bTNsv3R6PlVkDgy5dJrsPwV5Ls3P8Ld5/ewXzP9nHM6F0D+xxMIt1c8I6aLu/QrHqHy/juRLjNU2GkGdHwxybTvSY6w0xv5EFFjaqg/XGF/Gsevoxjhku4LlxfFL93QL6A9DqDORX//6lXCTBVm6kINOlBJ5RMyZkvdPF/TMcYp04jB7ta9H5WDGWFaKPKCEY49kW5P/Rv+C+Ti9Cxp8fspBrHj5aLYNjaAkmM7MEkX8OufTq3e99HvI4QRBF4bVcFqZNYp5eDfNMpnEde7RADZlEbHZtaY9+mOlEMSgFBQUFhSuJ1ysW63rSOKoLq4VINkSuwBQ1nrCJaI1cF6+FTWjSNxexDzZ3Z8djPa9jhzeOwZAKOjTXizr+z3vYbUtpaIi3V6GNplkE8bSAsb79Z9hvByx2OjxnCSRG54zYYC9gtFi78nQ8h90AbEq3YCNNnIIVZD1oGyVGuJ1loBE8uDUtnyYnmGPiheI2XTnbwRxvxsGYUgssv7MLlmO0ocU9fA+Rd2Vq5EtOlC9zzEKcOeb3PCzDvm0fgn2ZMyxJswxNd2EBx+zWIL92Hp9rNZZEcaFJOWTDZeY61GK41ss5fO/8eWSLrge4dvMsR5Uv4bvHLIsUs6HdWfTd3H5wQz7/5PnvE9NrwRsFUr/oC4mSLDVwXvM/gnxefIPITGuIdZJgdNxiFj+oWP3xWAOayfM+GNTUNNbiyRFk4VPbjDt43ZjD9fjyBFpqkr4RuhikUWfrCbYmT1BOAxvv+2w94jIKTUTEoTZ9+lto/GYdxVgvzjHfMAHte38KmvL6g3X5zSff/i4RvRZc25H9ZztSsyGDtAkWs7KBe8I8wrwKffiIp8mGZkuYd+U4YsjtOs6vFMO9vcIyTiHz+bIx3I8Flva6vQI5Oy6eJzXmJm1/BGvKoIX19A2bOIYjMlgyqBGfblY1avPjNBilGcDXmijD0uLs0E/O3MPjLOaQWmJEJcsuTQJ2fyhPPvtWLBvPneEK8uiuJ3Dd03gMyZyBOZz1cJ4hy5N5biRTO8D1TwjGSqaxljr7+M6oibUWsMC04TJPioWopYx7MWTbEfFxTTT6cGPapc8K1yIIufbdqNir7+P5brIwcCqJ34Z9vB/QR9Vv4f1UQpNQUz4oBQUFBYU3GK/ZsFCTa7d1OehjJ08wV2lUw67ay2M3z9/4WxER6bL0u8+CnQu5qBuctoSCm19ss0JBDtrm0TEqFwzsVfyGza9m78GW3T2Fplg5w/svG9jx3SNocFYHGkKProRx4wHu2J4Z7fyjDj6tMpLNYQO10+ovREREn8Mc374DrStzf030CTYsTKcNeetBUSwNGmVtGewu3EYUXJF5RGU2gjzzIas9ZpLXX3w1HqtfhoxtspRuFZrTKaNt1hYxRrtCfxZbdtuPoZGPEtDmtTLs+QVGh1UvtbfSZesCaKM+c33uRBIWbxb+qAqJgkf7ddzFWPM34IOIMwrJnCqKEYtY4CRgxERKU5pYfWiEPQPRSF894TEpwxT9IBpfS9Qk87no+g5GmHdbg7b5jK0aLpgH5VBzfLkF/999Fpc9u4xo28NabLDRnHeZ+3HJlFhFw49hbjGd3zMjvVFjA72OYA67XBuVnQOcr4nr8OAC123qx3cknOAaNcxQCvO+DAzIpxPHfffkAutrcRo32uIc/KFHzNkxF3BuqzOlaLAltGg5OAbrcnT4VP0aCpb6bGy6PMA5pm9izWUcvO96YHED+ln7rA5S8bGmEzOoktAevRARkSAH31UyFUXuxuOYZ7/PSGMfftHaDvItw/ZlW3kcI3szamkzMWiO6Mb+OJ+uaeH8f/lzzMmxGTE5hAxdg+GMCVwDTYv8pLoOmbg6fmP1yF56YJ0Bq/p0Dw55bLaVGTD6toFrEWpcc2T1OhshapeuIpP5hPye9h1qo4ecp4bv+DZeA5oxLnuSjnheZd0QPVQNCxUUFBQU3mC8HoNKGLK8lpcFh20fBFqULWAxcZZXd/vQug+60F6vJxHdV82ujsfqnsJu7Baw2y4sQGMJWN/M7SH35PM6NIGZEWrJPX4FltF5xRwsduC6vgxfwtYetNwB61mZzHjWM9BCtO8Ej7h0po3iUPmzizivGmuZhVX4Kx4VEd23/OD291WHPxJGTJPCrCnFLtjfGe3Afp62Z7oiegNoVt/u4pwLM5DVb46jGmOZU5z/pTa+mmf1CQMMxW0yJ6cCbX9lFaztxR40qxRz16bWcdBp+t8qBdYDI9GpdMCg5ui/+61eGM+h0EAeRJv5LdMpMJDynVUREVlMQK6f1CHX+zO3RfTJ+fRERMyYJvNlQ3L0h102xx4kKdsefQ2MmNPJovVFVn+YjjTmBhstJpgzlmY+H4uSiMeKDbU2tNYn7NTxigyqR9t7gkuG4pDB/wpgipFJpbJco8OI5YdsjZ0ese0J65vVuVbCEdjG0xeIiNv46UMRbYJ+Ut0TL1OXGRfyHAjYSJjEfNIJrJN5Mqx9G2t0oQhGN8pH7CXdf4QxSji/Ugns6iQA0/FO4Y/8wsca/Bnb3T/tQcu36ctM9MmwmOPWCjEH04BfOiawGuQW8cyw/ahFut7F/MwSXzusGcjKHAHzBx1G/ZYyUYugSUELfDEGLSk6OFa+jus/YmScx/wh1w95XvidMQMfnG9Ffl+TuaWGgeeomcBYFte5fulDGuLzeJHtZ9p45o3vA+Yladrl/cEDkOjEOJf4ZdPES1qEGeHYjB5N8VnRIdG79AeHHv4opBJi6KphoYKCgoLCGwwt/IG2QBERTdNqInL4fzedNwLXwzCcSBczJU8RmaA8RZRMCbVGJw8l08niB8nztTYoBQUFBQWF/y8oE5+CgoKCwpWE2qAUFBQUFK4k1AaloKCgoHAloTYoBQUFBYUrCbVBKSgoKChcSagNSkFBQUHhSkJtUAoKCgoKVxJqg1JQUFBQuJJQG5SCgoKCwpXE/wD8rDuOM4nMwwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 12/100, d_loss=0.183, g_loss=2.095                                                                                                                         \n",
      "epoch = 13/100, d_loss=0.167, g_loss=1.793                                                                                                                         \n",
      "epoch = 14/100, d_loss=0.177, g_loss=3.617                                                                                                                         \n",
      "epoch = 15/100, d_loss=0.170, g_loss=4.543                                                                                                                         \n",
      "epoch = 16/100, d_loss=0.194, g_loss=6.284                                                                                                                         \n",
      "epoch = 17/100, d_loss=0.209, g_loss=3.434                                                                                                                         \n",
      "epoch = 18/100, d_loss=0.164, g_loss=5.173                                                                                                                         \n",
      "epoch = 19/100, d_loss=0.171, g_loss=2.144                                                                                                                         \n",
      "epoch = 20/100, d_loss=0.176, g_loss=3.445                                                                                                                         \n",
      "epoch = 21/100, d_loss=0.176, g_loss=2.059                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 22/100, d_loss=0.173, g_loss=2.315                                                                                                                         \n",
      "epoch = 23/100, d_loss=0.167, g_loss=8.679                                                                                                                         \n",
      "epoch = 24/100, d_loss=0.164, g_loss=5.423                                                                                                                         \n",
      "epoch = 25/100, d_loss=0.172, g_loss=2.456                                                                                                                         \n",
      "epoch = 26/100, d_loss=0.164, g_loss=3.564                                                                                                                         \n",
      "epoch = 27/100, d_loss=0.194, g_loss=13.942                                                                                                                        \n",
      "epoch = 28/100, d_loss=0.283, g_loss=7.952                                                                                                                         \n",
      "epoch = 29/100, d_loss=0.325, g_loss=16.118                                                                                                                        \n",
      "epoch = 30/100, d_loss=0.169, g_loss=9.863                                                                                                                         \n",
      "epoch = 31/100, d_loss=0.166, g_loss=4.063                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 32/100, d_loss=0.167, g_loss=3.516                                                                                                                         \n",
      "epoch = 33/100, d_loss=0.166, g_loss=2.819                                                                                                                         \n",
      "epoch = 34/100, d_loss=0.168, g_loss=4.644                                                                                                                         \n",
      "epoch = 35/100, d_loss=0.189, g_loss=8.526                                                                                                                         \n",
      "epoch = 36/100, d_loss=0.165, g_loss=9.234                                                                                                                         \n",
      "epoch = 37/100, d_loss=0.166, g_loss=4.567                                                                                                                         \n",
      "epoch = 38/100, d_loss=0.171, g_loss=2.962                                                                                                                         \n",
      "epoch = 39/100, d_loss=0.182, g_loss=2.824                                                                                                                         \n",
      "epoch = 40/100, d_loss=0.170, g_loss=2.719                                                                                                                         \n",
      "epoch = 41/100, d_loss=0.167, g_loss=3.422                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 42/100, d_loss=0.179, g_loss=2.709                                                                                                                         \n",
      "epoch = 43/100, d_loss=0.170, g_loss=8.004                                                                                                                         \n",
      "epoch = 44/100, d_loss=0.166, g_loss=16.037                                                                                                                        \n",
      "epoch = 45/100, d_loss=0.171, g_loss=5.672                                                                                                                         \n",
      "epoch = 46/100, d_loss=0.169, g_loss=12.577                                                                                                                        \n",
      "epoch = 47/100, d_loss=0.175, g_loss=7.441                                                                                                                         \n",
      "epoch = 48/100, d_loss=0.164, g_loss=6.997                                                                                                                         \n",
      "epoch = 49/100, d_loss=0.165, g_loss=4.400                                                                                                                         \n",
      "epoch = 50/100, d_loss=0.175, g_loss=9.303                                                                                                                         \n",
      "epoch = 51/100, d_loss=0.167, g_loss=10.797                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 52/100, d_loss=0.171, g_loss=5.211                                                                                                                         \n",
      "epoch = 53/100, d_loss=0.173, g_loss=2.355                                                                                                                         \n",
      "epoch = 54/100, d_loss=0.165, g_loss=4.902                                                                                                                         \n",
      "epoch = 55/100, d_loss=0.188, g_loss=5.209                                                                                                                         \n",
      "epoch = 56/100, d_loss=0.163, g_loss=14.709                                                                                                                        \n",
      "epoch = 57/100, d_loss=0.173, g_loss=6.418                                                                                                                         \n",
      "epoch = 58/100, d_loss=0.168, g_loss=5.097                                                                                                                         \n",
      "epoch = 59/100, d_loss=0.167, g_loss=10.135                                                                                                                        \n",
      "epoch = 60/100, d_loss=0.181, g_loss=7.482                                                                                                                         \n",
      "epoch = 61/100, d_loss=0.165, g_loss=16.078                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 62/100, d_loss=0.170, g_loss=16.118                                                                                                                        \n",
      "epoch = 63/100, d_loss=0.163, g_loss=14.948                                                                                                                        \n",
      "epoch = 64/100, d_loss=0.167, g_loss=14.250                                                                                                                        \n",
      "epoch = 65/100, d_loss=0.166, g_loss=4.127                                                                                                                         \n",
      "epoch = 66/100, d_loss=0.165, g_loss=15.669                                                                                                                        \n",
      "epoch = 67/100, d_loss=0.164, g_loss=10.928                                                                                                                        \n",
      "epoch = 68/100, d_loss=0.164, g_loss=16.118                                                                                                                        \n",
      "epoch = 69/100, d_loss=0.168, g_loss=6.388                                                                                                                         \n",
      "epoch = 70/100, d_loss=0.167, g_loss=16.015                                                                                                                        \n",
      "epoch = 71/100, d_loss=0.166, g_loss=9.224                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 72/100, d_loss=0.168, g_loss=13.990                                                                                                                        \n",
      "epoch = 73/100, d_loss=0.164, g_loss=12.888                                                                                                                        \n",
      "epoch = 74/100, d_loss=0.165, g_loss=9.369                                                                                                                         \n",
      "epoch = 75/100, d_loss=0.171, g_loss=2.837                                                                                                                         \n",
      "epoch = 76/100, d_loss=0.165, g_loss=5.511                                                                                                                         \n",
      "epoch = 77/100, d_loss=0.164, g_loss=16.118                                                                                                                        \n",
      "epoch = 78/100, d_loss=0.164, g_loss=14.666                                                                                                                        \n",
      "epoch = 79/100, d_loss=0.166, g_loss=14.784                                                                                                                        \n",
      "epoch = 80/100, d_loss=0.163, g_loss=13.204                                                                                                                        \n",
      "epoch = 81/100, d_loss=0.164, g_loss=8.025                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 82/100, d_loss=0.168, g_loss=13.167                                                                                                                        \n",
      "epoch = 83/100, d_loss=0.166, g_loss=5.098                                                                                                                         \n",
      "epoch = 84/100, d_loss=0.164, g_loss=9.451                                                                                                                         \n",
      "epoch = 85/100, d_loss=0.166, g_loss=8.713                                                                                                                         \n",
      "epoch = 86/100, d_loss=0.169, g_loss=8.751                                                                                                                         \n",
      "epoch = 87/100, d_loss=0.164, g_loss=9.683                                                                                                                         \n",
      "epoch = 88/100, d_loss=0.164, g_loss=9.487                                                                                                                         \n",
      "epoch = 89/100, d_loss=0.164, g_loss=3.519                                                                                                                         \n",
      "epoch = 90/100, d_loss=0.164, g_loss=16.118                                                                                                                        \n",
      "epoch = 91/100, d_loss=0.165, g_loss=10.165                                                                                                                        \n"
     ]
    },
    {
     "data": {
      "image/png": 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pLzT4kk+Pc33yr9/g7w75fzTL+xceeIb3L3Ojlhrkq1mLOCXGeP/aq/UDHMqNFQDAsNkDAJx4hC+s7WXe00xyfR4P8SU6NDsNOzw4JvUsF61EHbEY12werIwznSUfbTf1UtCBFZL2Z2Lc842GX53odoF4JQ2vmTvJylj7JVYly2ssS797Fp/R04trXwJwOMQ1HZrmGpek/RZ1OFue7g9xjdudygEOew3uk5QOjGPnyBeRtlSHMe6TR6Ncu3iS8/j8xYOC9e8dbBsmO4Q97eMzDueTOT3Bn68Tl+U90q5zlWu7+QTPgY4EWQBITnPfTue4LtYM30jZcv/cIw0muxzDxHh9OESalZJcgycrkmgnSZ9EnrTd2ifNW29eBgC4Okf6Vh8AKKh4+lmtY+os9/3EJeKZq/EldyrCvT57ch7haOTuNBIEPqgAAggggADuSziSBmVZFmLRNCp6eWbDfAuG9Z6LnqdEGduhZBhNyl5epUqamI4fjJWUSSCZ4BvfkebUzPIzLVtqKiY7f5NvfGmqSMgsZ0kz8uRbaMjkZ3X6hmtOMaIqPCX4xlOvK9+AfCdtac5bU3zmdKuvdcneDgdfY3p9jxDteDi52UErRrW5JHGhIVt6cYbl98YarOiSmZXn6HFKQ1baL8KQ/iDnOd+gCai5TgmqvUA6PdChFNPxKCl1b/OZlb7GlSW9HgvzmasFXrc+Q9pktvjs9jivHz1NqW9h/ocOcDixQJNYc5XS/ptv8t79D1MKTc+yitO5Ca7F2qMvYOvLg83JNo4Dq1TF8j61NpMkDtsrpEuJKCKzKwkuI1qXqJG4x/wShKUhzjkepTaaX6EknhsnE06JR2Mp1ox1ynyGfWoJAGANUSOaTPJ+r0ENc3+OGlJvQ7yZ4dqgTAm0d3LuAAc7znuPqW2WU+N8cqdZtze+xzHCKUrQoXABxhpcM2PLBZIND406596WBeKmTO/bHfkbytzz3RB3iGfx+l43dTBWvqA9nOF3nSZ5zV7inKakGVRd0afIsRtt3ud1+LudEN1kynN57MDkpDm58je3eb3j9T3UgCNzfdfhd7d3eP6Yc1zL8z3x9+hJfl8bfL3UqG2wlI1i1JO5uUq+WJDPc2WEOOz3qN0k5nlOdcc43+ScX6O4sME5uxMkwnCU5sGR86TZCfmB213e26vzkGvKf3q5yOtG5bKciZEXXyvTGla+zd+rs+TluCGu5oSvAZWvy6ea09lTIw6fb3D9lqThnjjDzbcwlUUkHH03MgEINKgAAggggADuUzhauw1jYCI2UlKE+hFxMUlVmQbfqu6QtKE6pfBWh2/QROiQ/0c24A54T0tRdjEFdjjSWty+MKhwFNfwi6Ye3o94sYWLzLnw+jOTfzQa5RfJQ1X9G3WOlZNU6smpOqMxosPEpadnhMLWQXTgIMDpAMU1D2WPkt6WS8kjlKXkVPgK7cWXopRMQs9Rsjxx+jnim00ejNV6k/ZqS1rsQ6dI18S1q/w+T4m2fOttAMBel/d2Jmkv7rZJwOiHKCk9Lo02v06HZ3lZErIEp/lT3wEAmDr++AEO4QYZo/cI8XtknvRsKGrN0zMbDv1W+c4cet692aLvFTyXdJ2epyRYbFMaXa4Sf+8Sn2dnSNvaLue3X1aQzvHJg7FGmpRod8r8fGmbWtbEmJz4k9RivCilzYihNO5NyJcgKb3eI12qVQUM1MlgYflMuvv827Z4f2zG9yHZ8lPVPPpKGjWuU2aLvNvoKbKrLd9PJw3HHZzc6XpAq23gatu05d/KZ8mrvWvc4235knstaS+RqObka3NuVxG7EdInskDeeahCfiiFGGTS3qJWXXNEL5efPUXUReSfjs6QV5PXuX+Krs6MJjUORyGHtuXT0+1H/hlq9fkYC9SfKxD/Tpz8cWvvCgDgyoXc3Qn0DUCvB5TyLqKz5NGzadLSKFBsQSG3Z07zsz3OPW10JnY8344TS+n/8qdDvuNpw3tjivLs99TIN+VTavLZw6uknRXlmZOOcI/2g6yGOi3dx30RGSMvWzVfKz3T4zWFLpv1zpT49/clGFcwId9ax6ZlZXPLQtcPlr0rBBpUAAEEEEAA9yUcSYMK2wYT6RBceWLqegtaismrS5rzJOFYXdrPcy3acZsdP28nq2t6Db7hnQ5f2fE07dNhaVtthY17kr468i2l+3kXGjIcJg4jkiD66Q09h+N3JALGDjmRUhFFCfXznoZ4zU6Vg5f3eXEqrTyEhINDKRXvHXoWrHwSWzalNM+hxDE7LNu5aoc7c5KObiuKx6EPaqPkRxbNguHapSqr5VvnGJJuXNKzMETpvNGkL8MdvgUAWFPY6MQY6d/4PDWLkTPE4UyDtKg+SEkz51IyzuT4vMt1v8vJB4cpfa29wrEmJknfZp6SU2+JkpQpS7pr3ILl+GHIg4CQ5WE80UEvdh0A0K1Tys6GaHuPtqgxRqcfAQBcLXD+e1WFdq/7PpNzD3Jur7xMvBvpVwEAkWnSIjFG/m516EvJ5yj5x5XPMjQuH8ompdOGeQMAsJTh9V6cUmmnzfWt1+mDGqr4UVpTU7z22mXlmnQZTeXVlZJwjNGHVpzRfVZrC+w7NxjwXA/tWg8Nj1Kx5ZE+SZcbL6J8mZ7ytbwonx3tUWPvhHxfQz89pVMlbzbKjJjsLfN8KDfF9z3ug4jNqK+2rBZ9a0m3yj2+t0y+mguRvqETXK+KfMlOkZpZ61CaXUIh6574ONa7xmsL1Cgas+SLVp5+QKdx410odHSIJyI4+9gSjPxA3bYsOMofmp3h/nDb8o9WSftyjhPrhn0eHUtxHdblwF5f57VTD5AWJsJnpPuJf9K4ns5y/t4SeXD/svJMS1yD5x7herYf4verO9zbjqIB88mJAxzq53jN8Gu8Z3qGFoeQ1KQ1+bPi09wvrmnh3lr3BRpUAAEEEEAA9ykcueW7bXlAv5qA1IlGh5/Lm5SGhyf41jYhSVlR2i0LBV9abioix5O01M/07ym7vK04e0u+p77ZtaNn7UkjssOK2pPGZfX6vil9L2EypGi/foUEAKgpETChCLYRi3jflgRWUXJwS3kYoYYF1x2cChUKRTA2NosRPW9UfoS0ei/mh+SrcCgpdlrUoKJ1ZWZf+YuDsV4prgAAHnqW0mTUMLfqWo9z2s1TY0ouMTrp/CQ1rYryVlZuvcLfZyk5LkR5f26UUn3HJZJDk8qHSSiXad1PtP3z21T55ua+h7gsPAQA+KM9anp7y18FALgpSlRjThReZ7C1IE3UgjmWQvsKpbVsnoxldcmDe+LZzjUmz64ZansJixJ09pBgl5Pmlzndn/NjxD9NHiu2OHfPplbmyqcUkeM0V6JmUJX/06vI7yetol2hhmAnicNYmtGaTtr3k3aV1JqY4z0TRSYWb6YoyXYd+id7qlaRasWBAfqgPBj0QiG48kmiRtzKjuakjenJ+RvyKEXHpVGFQv76dpRPmJrknB54kEnvf3GZvr39nPhcOTLRcFKffGZX1QyMxjQN+fCmuLZjE8qzOqbowG2uW6notzGrNeiNSQxRS1mYI80r23xGcWeF8yuSZ13cW7TZkcAAlm3Q1rnSlO87FiH+PUW9uTbn21a0camqSiMdP7cs9gDPz4Y0p8ItXntqnDQZmrQ1D0LP5bwTMSXax/X7KT7r+nVpxMoNHR/hWowpCbpcpu/Oafq+xfgkzyv7u+QbVPJ29U2uZ7FCC5E9Tfxjo2Mw95hQGmhQAQQQQAAB3JdwZA0KxsD0Q+P6ldAV2TOhyLEhRRqVwpSUGi6lvErEt50+IknrtrMCAHBqfCO3YqcBANMqO9SXukJ6l3b15p1SXH+/zlm7pZpRpl/aiM+JDMl+LZ+XE/WnPC3tbEU11MqSM8LKQzglKSGc4diWZQ5qBA4CSu0GPn3zIqA6eGaYmtFpCdC5OPF4VJU7rhao5dxSbk81+8DBWCeV8b4TorT4WpFSiztO39PxNiWsm5WLHDvDShLNJCPRPqTyKs0ZSvUTY4wc2skRmXnlSazs0LdTnuSzEyG/AeeHQK3l8s4XAQC7iS0AQL1M7Wt+i5FR4Qe4lmPJSUQHmlkGAF1Y1iYePE3p+4tZPjutqKSWtPunq6rJVqX03sqSxt3YsYORxkpkopXE5zlGnLSyU48CAJZUduutwh8AAOqShNfa5PMHdymF5he/AgBwWvRdXXFJs5M14jK6yDXrZRjV5jZ9mrgbXLdugtGYUESXW5Fk26I07USolbrJDCzL18DeK7iuh2ajg45yWvonhiULRlNWiIjT13KIb2KUUrWV8Pf8cYXa1kLUyu3wCgBg6gn6RdOvc6+v15TnJ+neVqXNlLS4lqog9GuClsG5P2XIfzd7tBakVbaod6hqwdQt5UPWqd1WtijVn1mixeBHJ3nP68qPe/kFaiKXvz6JjgzG2AhHE3DkT+9GpcX3rUSaV3OZuG4WVKEhRO3vjUM8Gl7mTU1w31rjvKZn05JiVFmnXlVeWkcR1klV+1FJqlZN5aNG5RdTNZj8m/z9don+vPl57pP68NQBDqcKPDvWSuTRmip4eEPcP/PKwTRN4jbUtmC798ajgQYVQAABBBDAfQlH1qA8eHD1dm1LguznBg2r8m1dfhrPoRSbq7HeW+zQ67Axrgxn+Uh2dijJntCbv6qItlCSb2fVTYSjyLpdFYBsK2rPVv2triu/UVdFTVVzLS3nglP3pdNCHxdFXbnyY43H+5W8qaUNq6x5xXgHVZsHAY7nodRroaNs/IRywnZk308aSisOqB2hR//Q2iolE6/pL19XhU2bks7/7DVKVEsnKCHWVHEgnqH0XykruvEKn3GlyLU6cfxDAAA3Q7qdsCixezleP16iFlDcoJTbvNqnIvBql3laLUXvXVAdORQpOe2t94tgUrqOnJ08qOw9KHAsF9VIC7kINYt6glJ1ucp1X5QU35OUNz1GrWUzxyi+xq4fabobIr5Dk/TbFev8baRJ7XQrR9rslzmfzU3K2bdukdcuyGfgfZi0TcTI42Mp/p3tkJYmS6tBTwVZt3cTBzhEVb/STlFqbisyKhYlD+xtUjrNWNw39XAHjjdYudPpeXD7Fej7+VD9REPtt4MuA+LdrvwQyYafL5MeJ47zJ+mzs1QpYXFeezanqFrlhe3XVKdRhZ5bjvweYflgXe6XEVlAIi1qa9NZ7pOWLR943i+u2jby/2mv3b5O3nS3VwAAfz56hvNpcs0TqnqBnavvSJtvBIwBLMuGfeCf47zLOc7baM17W9xPVlU5Zcd5Dkw2/fzHoiwBaVUWGVd1WFsWj5AsPqaoXCvVbty/RpqtLpO2US4JTp7h2PV18ldH0aLhEqNhOyqymznU0OHSJdKwMKwaprF+EhXPolNjxLsjf2rXbcILovgCCCCAAAL4doYji68uDHr9Pis23/QZ1b6y5B/Kql5brsS38fEZvt3R8tttxOXHmg4zJ2LhBN/w42nG5dvK5ag0JAmoll5P/XASyhLPqJVD0uYzoyr93pfoyvV+kxne5zb8uUSEw7A0pn7PKaOxOqqUXlNFgLTtwR5g0JlthTAcn8T4A4osG6Yd/PEaJZIb1yjFbKtSwU6Cdl8rQ7raIb/1R08Z3sMnKdWPZ4j7E6OKpjpBKXI/x+tOTarqe56RaNPTlFadKUpgvRZt1vMhSk6xMyTczjU9O7crHKYPcBgfo3/qSltVK1bpW/F2iUu6R4nwy69T6j9Zy6OlqgqDgogDzNUAFd+GsWXfV0uDzgXVXxwl/jWb/o+s2kQUcr72UlIblM2CIkbb9AX0/Z+JGWlGFtft4QnSYqhNH8hSjNrlmnwK9XXmSY2MUGMaPkN6bKi5zlKFtHD3fa0jlVJFaz3TU2RpMsTP9KxqUDapKYa85kGPn0GAbRkMDcVQ1/NctcEJqyJBR75etx/Np0oviX4fsUOV1RdUWWRDkYC5a6wkf2qM0Z4TT5B+9g4lby9Cerz1IqNVE/JhVOa4D04Mc+8/IE333Gmu8R/sEsfuJiPxNgq+tO61iXDfL5V1eSY1ZFl5Q21Nbkv7dQ8fGAMC1/PQ7LXQUtH6/CbnFbvJfW6HqHGYNvEuqj1Lepu4zDv++k6eIi0/3yCtiqqMMjmpGo05rltBvqbsMdJmSg2E9rawAAAgAElEQVTjQhOc55dUx3D5bVoHFkZ5DqRbxOntt4ij+Qq1oOnE2AEOT58mPn+hpNS3dabMX+Y6vVll/uCm8rdOnbXQbtxb/mOgQQUQQAABBHBfQvCCCiCAAAII4L6EI5v4LHj9IHMYFYFty1EKlYvvlylKpPT+81R2I+2rpo1+clq/iGs/edHqJ+mpI6ec2k6r30lXSZB1qranFEgQ67dytvqN09QKIaHwV6nw8biv7leFQ0MtlO2Wyoao0kwk0m9nLXNKx/qalvHvFSLhMOamxzGXoZmz6vJzbI6O2teu0tywpyCDlpovhkCT0sSTvnzRGZMDeoJjPJrk3HKi4/iEgiAUbzFjk87jD9PUVarRtFqJsZR/vcDf1yJ85qJMr0NTMhVusNTJ2Y/5a5qNM/l3602OubVLk0RTodBuiOaFgsxv1/YaaPUG1xoCAEIIY8SdQuMq8QztkC5JdRbeKNBksVenqSexKMduieaIqUW/WWBxXwVlyzRHtG+Q3l80nM8xmebmj5E2JzJP8O8PkF+aRTXtU4BGWB1GV2iNQ0+mrlRWnWFlmhpa9Ldlp078O4am23BVwR9aXycqx7PWFetxeM7g5M5QxMbE7BAcVQneUQh8z6JJyWtyjftWRVtJwjZoIpo+5ocTjz7EpNjaJunV3qI5aktbcmiUQSNnz/D3pMrpZFssibSyShPrsYc/BgD40BnyaqnCckXljkrqOPxc3yLOVtov+NpSeku7wvOmbvrt4zmfTQVW5MF5HaTUDBB6joNSqY7NIp/1iko2ZUsKzqqQDzLnuOYR1WezZSJLt0oHY0VUwiy0Rn6/mCOPbb7EOc89wjFGFT4e1/maNJxvT4WPL19m2P0f/hHNqU9nuFbPfz9LaO0rfeD2Ovf29yZeO8Ah9R0/CAAoq9PvTXWOvnT903xGv/SdGsCa4afQ7t4bXQMNKoAAAggggPsSjthuA7AMEJbUUVPJo5r8XTU5RKMNOeDVlj2hAoWu40vLtkcpM6Ew8ag0qAr6QQ7SsFIqH3PwqQTe7Zau43j9xoVdaU7qcYa2knF7im5oHkoM7cbUKlqaSWWFY14bo1b2tJIQqyFKgV4VcN3BqVCRMDA3Y2FCzvSiJGpXbZZ7KtD6WPyDAIAvDqvp4E1Kd5tVP9zUu0Lp5cQjlLg/doqO5tcVcjwvejoR3ju6Sem1MaxEyzoXseIyGTiSpxT6sorN2kVKXpeGFTCQ+zIA4NaV8QMcpuNqwWAxSGA2I6lO9aYe6Sl09QTpfPZmE5fMYDUoK+QiOdlAo9VvH07aZof4926DGsfEKsPkv6jyOc+AEmex5TfVjErb6s2oaLACFMrTpMnZUYXcnuB1sx6l0JbyKZo2aVVNM4R9pM3rbqpw57kmpd0b4+S/qR4Tm3OlRw9wiOfFzyOcx6Sa7204XOezomlRWkI0XDtomT4IiEQNFo+FkFAR2PKugiC2SYucmnomRO+aSgidmOecnLgf8NHZJs8Nj5MvFizus71JzuHBcfJm6uMMlpi2ycOrpz4KALj2Cgu3bk+QTuNau+tx7osRJX/mT1HLzFzgepQOFYsdT3B9t2K8xpTVlkVnWcbhmBG1k3+ixO//qHw3Kh0RvB6cbh6e2sxHlXg/XuSzKieJU3OduGwocz+mMy963k88bsoC0ShTowm/tsLPUwygemSSqvXFEZ1lt8gn9VnSYfcrHDujBpMfe5SWhOYQg4c6LT7ziR8izz/yGfKWE/Xb0nzm86TzxigT8Y8P80x4cZjXxAtMrwg/z4alH8gm8fuRe9ONAg0qgAACCCCA+xK+gURdg5D8Pbakqo2KSh0peTYmv0e6f4/aWrQOCcv9lh2huEqzy3c0JK2l1W+BIY3IVsJZSM28QpIIPN3n6vp+kHDfDC9TPWrydfULTgKAJ58I1PZ4VwnGw1cUXr5ErS63olbSYQ9tP4/zPUMXwI4L9GKyIzcoWa50KDmOuwxH7s6wEVhENvuGQn2jvUMFF2NqDZ4hBdJp0vUDEqb7bUti25TaPYXX1lpcpc0daj1N+YfCEUpB5zYoWe2KU6bfoJRUiCwBAKp7OwcoNNS0zh4VSkvM/nvwIiXkfYcScuhNhrQv95poO4MtdeSaGNqh03BHlPIgja/U4DzPRUnjPWnWj+1SkwpNMrkz0tw9GKumkGRnhPfmY6TtoqH0efsm+eZDsRUAQPhBFvOty2/XkEYVHVGzN0Ot5xP7XIOupPIPbPGZ8WHisFfyi4E2lRbQlN+rL+n31B1kJU4tuqgWLOFOC+324LRS1zKoJWyEhsmTC3FqoCbNvRFvqD17hXOeHKPfbuI421Yg5rcOqVSkvc8z7SQ6Qh/SM0ZJoGKcOfmHsqdID4TVCLOnBGf5pRNKNv++BglZkRXmqZeZVPtKjHQ/6fih4kmj9hPj9PMWVPKnskb+7zcytDcYKn3J8X2Sg4JeF8htu6iq7fkxlQ8qN5X0bvWbDRK3iX35GbOkw428v++jNdF3nXRvqvnqc1H6nsbU4uKxLdJoV/7Qra9y7JJSQObnuFcf+x5abSo9HgQZheNPxlRi6xPkgy/e8g/Cq39GzXZxnukCx5d4bXGL84uO0DeNNWq+F/c30WzfW8fCQIMKIIAAAgjgvoSjaVAe4HkeOnL8FNVQK66kr752EpdkX1BzMFedDY1fNxIF2VPb47x2LE2p4ar8MDs5vuGfpJCFjKSJsiHK2yp62O8Ynu6XX1LZpZ5e8D35XvrFLvu+LACIyH7bUaHZjFqvP/gEJZXxrEo3qWV3p9dCys81fs8QiWRxbPFT+MAnqSm9+gU1A/s8/TuPK+n29IdVxiShyLoXKe3Fv3rpYKzzZUrhH/r0p3itoQ15f5mEGFL0VyxBrcA0VJBzmVqZs6HS+GVKjGUlP+5mqD089QFGqHXGWAImdJsS5kbZt++nT8rft0eJ2FWpmp1tSm/tOn9Pp6hJTI9UELYHV3wXANxOD9XbRRQ8znelvgQAiHSpOY3tk4bHTj0LAFgf4vzz0orGMr5f74EhSvDdjMrHqGwU8uLnPUqT4aiiVF3xdIdqa7WjBnr75KOhpBLbpeV2spTwGy5puaf2Hmb29AEOJ2coha4XyAP5Mq8dUjfLyQxx9CziX2pdgBcaoAbVMGhdjKL9rGRZw9JQ42lqh3ZIUv8o1zQ8wzlH05TE09O+tH9ujLwUSXF+M1P8e0bFpZMW5xJPco1s+SeHEtx0s0vUUGOeInePKQG8KbrXVBpMSvDlZUaRbaX9TduTCcSopNW0otqM1291Qbput8kvvX4m8gDB7XTQ2dpAeI58srVGPugqCm5OLT76DVUr0o7TNWmr4/4Ztq/26stbLOZal0XAy3F9eqVhzYPzHc/TH2Snebb0ZnSu0lACW+fBk8+ymHQyRbq084py3OW40/XKAQ7lU4yyrJS57xNahwejMt80eF69luKzG6uraLX9++8GgQYVQAABBBDAfQlH0qA8eHB6HqrKhairRYYtrWWrSGnqsoSO1XXafmNlai/1Ef9xNy6x7Mt3Ps8mcE+eoOT6v3yRPo3rL1JSfPgMn/XTD1GV+uwwJbNRRQg+FlWej/xeLzWpMRUqvK9R5bNPyNeRmfOlKVua4JCiEkdGKIWGFY1Y9/p+Mv6eMTGE7AG+040BQhE0qlQtK5sU/dqgNDr+KKXRZJbPPNEhjUyU+SFz4bcPhhreIe1D118CADhfptay/ce0x395mfkNj8xQSp2f4TOtIiXzVJdrVS6r8VmU67DRXQIAJNSOOz3O+0K6b2nJX9M95VZMhmn3npJ/60qLUtemWhz0fQgPjD4CO3TlXYh0NHCNjXo4ifo6JcfclkoDGTULLBMH9BThlWTUUiolP0jL91cU1WJgZoi8N+lQ2n67Qtpeu0ba7tiUWr9bDQcvXaaDqLhPabQ7wrbsU1nSozSsXLJtrtlel7RNKl0nNeqXf8qH5M8N00cwHFVxXylz9Q1Gb91S5ZnFidmDVuKDANcYVK0wQtcpcaeTnMPZYywq/PYUm1CG1AqjapNWE5OUwL2E74PaU57huVnOZb5fRFR5ZoU9agjVWR4gCyPko8K+yhMZ5Qdl+f1I33+k37dU5qd//iRsaia1/dsHONyuksjTcVoCjk+Tj29uMuewKitKW3k/3jchD8oJAeURD9Ucabmr5R6f4Lw23mZLnJE0/cCREPnFm1Bk7hvXDsYqpLjWe21qXU6EZ9ir13l+WguksSdr0fwEGWV5g2uxNyYNUpGfbpHPyt0kb6ae4nruqIBtTTlNN/b9sMZVTw09Z3g2N5WvtZrnWdRW5PBOkRaCaCSKnhXkQQUQQAABBPBtDEeM4jPwbANbUt1+r1+4VRUYZOevXaRN8vrNFwEAG4reuJI6eTBS+CX6WfInvw8AMHX8kwCAdIJS1JT7JQDA3i5tlZ9RqvyXHvibAIDHXUoKRnbsebX6UFoG9m4pm7/vF4hQQjB1X4P6ng4vzismf06l9esqFptWRGFYvzsDlqYsx0G8XMbqDeJYmqFkNLlBSTBepeTt7pHOK1tsfGdW6F9JHsqDOrdL3Eqb/woA0HNo5591OMaPT/CzWflNzqlAzWG5ybmZtvwtWT47c5rZ4eklSpgPRkj/C1+mxNwokXWujPl5Lj8gTfNzzZcBADFFcM0+zeieE5vSCFUYeNiLDlYjBQsYh0eqmI1T+rwSplY6o3y720tcY+c18lm9SU0+NK/Gl95DB2M9YcjXu8OURsNp0qy1zPXKRHjPpTdeBwBUr1JS37X47IfWyIOlZ7gfdsO0FtxWBOV4RbmANrU5b4jrulnrx78CZ9p89mqWvDEmibkma8R0lfOIefKZFEsH7dcHAXbIQnYqiTMnWL3kVk1RgwVWM3AWKZHHlzmX0RG1jJiTPy3r0/Oj8ltYU5xneqRfJYOaQ0tzg6ectArHaMdIjwkVm65ElcNkqFFUWnx25RXSPwOeN6AbFpFUv8wG8PAy7604f8lnlNWEUn03Mzm1p5FvtJ9n6Q5w6zuuh3Kze2C56faLBHc43/wSfbfDr5Nv1qZIj+0yz8/lmH9sz10nXxTeJg9aIO9tz3OdQjnuwZpF2rx2kWNtLpD2T+1zL1qzHHPkpKpzOMRl/0Xyl5OiNSE6wnFjD/r7/mNrxPP2m9RCu2MkprtAzSlzQ/w9Sh7NuDZsE0TxBRBAAAEE8G0M30DLdwDy+2SUAV0rU/Jp51UnT6XbL13mG/PKRWpStfqXDoZxWvxt949p+48cfwYAsNGi9N1uUtrqXKJE81tFthFvvs0s++7HGU1U61IqVwI7OtJ6ynIldKucYjVEnDqrvk38c4ocPH5K0WUjnEdTjRgVuHKQ99UN+RLVIMCChYQVQy5PiemYqhgsTtN+b1U4t9AypdUzmxQJI1VKKFu3P3cw1p/sUIKa9CjVn7nKMQvy/42oNlpJmme6Q83CjdBv8mZTLaMX/2MAwKMfpkY7Mkr6z8QoOW1eYG2u7RYl+5i0BwD4TJ126xWbEqyrPJazT7M9/PmPfjcAIKVqCJe334QVGWBYJADPsuHFhlC2qQnOzpNWCY8S44Q08fo4cbQz1Io8p18two+AqyiTLxSmlG2pDUL61BsAgGiHY179HKXW37vGdiMRh1JqLqqsvDCfcckwmmnyCfpGJkNqLWNou29Jw2isLR/gcEkRsd3TaqeRpa8hM0U+zu/xGdNqyVBslOD2BhgZGbJhZ7PYTyvPsE2ZdivHPTOcZmTdsDSn0DTXOp0kvkMN3x/W1hoMR+iDCse4Nl1F6sZSah1S5Nj5IunYVrRwV5FoDUv7IqQqGjnSrVniHq/1yNPRSdJudMv32YTkTyx2eE9RlTigT0s+viFF0lUt+b9ag8uH6jkO9gtF5EfJX06EPFdQROxwiXjnW/Rt7jXpcw4ros6+sn8w1lqONNqLkraxvv+X6KMRI002Nrjnbmufx5bVAv5xWlrSc6SZleGaxNYVpXuLLVHsiSUAwOgj5PWzh/KYwuc4xnqE1onNbfmaQjyE3SHi/4T8vZvxGhC+t1dPoEEFEEAAAQRwX8KRNCgHQNExkJKCTIJv5XnZUkcbfEMef5xS00vX+X1ijBEf3qFuf90YI6CSasHceIXNxVY//wUAQOki7ZleWnWq2tQE2ja1sOQblCAXP0RfyVOqKHFVmtRfjKgV9T6lk7NqjBePDx3gsHeNb/iRE/08J81L/izLosSW66hJW9eFM0BjtGtbaCaTCMeJ2yVVz761yuf9oOpohbqMqKupLthumN8f38v7c+nwmo6E5/wmNZ7xNJe4aDPbO9WjhOippuHIHm3LI/LVfWXldwEAO39KiewHHqHdu56lVNS4wKi7comS1W7Zb4UdU7RRO8L1z1/juhfVorqzSA1ju07Namw+fFB1flDgOi5qpRYmRkgjd5g0nSxKQt4jv4WOk1dflxaU26MkGvaFU/SM6paposRORj6jTdXO61DKVDArhlS+xAlxzDPnFJ0Z7TfFoxQ+4/L3OXZxx8UNalC9uqpUFyYOcDBptT2vkrZr8sm6YfJhepIIF2qUbL1qCwcdRQcBjg23msJDs4zi25WvZrpBXLekqaeHyD9v35RvOE2aJSd9v/PEGa71yAwH6VeYHxW/eKr6sWdT6t+8Rp6ry7E8JrUg5igHUtGgw9O0Dow/xzW/9lnSqLpBnk9g4QCHhRnlS6oJ6f4O+b+xTdw6styUVXex5w220gkA1GttvPTyLXzXd3Pd91SVY0LV2vff4rk0O6H9vkn+WdTRlen5dfASI9TK+3l8jQb9PYk8fYaxWVo1bu+rdqkKp65VqEme1dlcj3Adq6r52NkhTi01zyzsknfPZ7lW3RX/HLViPIeaPa7TWp5+PjtEnhyf4rxuVngWOW4H3j2eo4EGFUAAAQQQwH0JR8uD8jw4jouO6oFZeguGlIPUVERWI0pJZmKe/qWV2x8BAERHVw7GqucoXUYr9CVtfZZv8N3XKJG396lRWaqXF5UdMzbM3J+dV6lBba38NQBA/jilqv9LWelXVdViXG/zfvXl5z7l+xhqGUoJZVWv2EupJp8qgNdUudwoim+m6WGAxczheB5K3Q6236bEtKLKBPEQ6fqZVymhP3aeEvfbtqo85FWZ3PHzOzKqQlgU7jflLNtuU9L9ggLDnnEobR4L8/p9lxrRpu671aGEdCNPyaz9Jp/56JNLAIArLn1X14uSPLvrBzi0lKtTU03Bpk2pe+M2Jdl/r+rMi3Pkl4+f+zBCdvTuRDoiGA8IOR6a61zTpsXxuyHVElN2e6VCSTkWogR55TXyyfyCX2PsZoE08aTxmDZ5cWuH62Vv8jPbldoeo1Y2/wh5e/YcebshydGVb2kjzGdme/QXhC2Os79GjWLhIV+rLO6T76tl9QTap7RaO0ZeDYcoOUcz6he10YRxDtVofI9gWR6S0Q4Kl0mXps3nWdOsZVe7Sn9cfo/4Vbvki+uvaK1/xOeP2hB9q2MR8p7dr6Op6VqqjxhLaw1qfFYiyzUrgfRpueTRIXUhKNdIz9g0JXYrTb/o6gv8/oFn+hU6gbFp+rpn1dI9M8QItPLqnwMA6i551/0m5D/1wXXbaFRv4dYb5JuizXNyTD6awoTOrLT8QepRtXmVWtD0A77/J+SxwstUWTwmP3BNZ9pLy/y7LH9WuEmeGx3nuZBzuI7lEvlpQtGg69vELRHieeFFeA5cepna0PCSz2MNqHKM6vVl57lu7S4tELUo52FNKFpxOwq4fhTg3SDQoAIIIIAAArgv4UgalGUMUrZBRNJFWdFCPUnf8VlKONPKan/+uPJfHqK98tNfmjkYq43LAAB3ktLN3CKjSFbO/CQAwFQYzZeXJtW5Qcm9rtyR0CqlpKsrlM4nj58FAPzYCJ/VUTTKl05Tmn3qGiWAvUMpIp19StGhCZLBrvPNv6r5xNSFFzOU4CzX9luHDgDiMQcPP1jGI+Oq5aZ6WnO7qpPVI85Dqi22P0WpJ7RMKccZmTsY68K+7PvgNVGPOPfUAvisbO7RBKPX4hVGBNryUW00VdPNEAdrg/R1K5RKH9y7AAC4ZigRP+PyOV+GL82tlukzcJU5Hu1SWivGqVmdPy9p7Bk++9jSKCKxoweS3g2MaSEcuYFmnTiUwpz3rCM/o3oRHYuSEV5Lkv8mVlSDbdsfy6vQjxJRr6j5KeJ9NUMfwFyRWnznOzn2s9fU+VXC4e1L9NO1jnFfPLHAtbg+Tel2XpaGrz7MKKjTO8xzsw9VI68bRUSNUxuYS5M3v6y6jOOqfN2YJOLP1VuIR+8tx+ReIGK6mA3v4niE9HlrmFGcmT3y1/RD1FAfqxDn3znOzX9qm/S3yn5HXU8926AIOljco3VLvd5UkSaRpc/loY9RMs8VOfdbtym9J4dU27Cs0htj9LdMRTjesR9jL6RPtOjz3Kv69MzvqN+ZfNRPznPvLS+oE/ey+m15wruhijSOP4/3CmGrh6lEDtNZ4lCUFSGliuNTp1SRXH6wGws8D2aukhfW13ztJSKnqRvmfnx0ivT/E/la01vc78uqeXquzHM33yRtrcv9+AD1vwLPy8559m56SlVtXhhXdZtLtOq4h6Jv2zpzUg5/W1Cnit+R1p9c554LP8Pz4DnPwYXwvWn5gQYVQAABBBDAfQlHFF89OPAQ6tcHkzLR7aoiuTQqO87PZ5U6cOthRdGMjxyM9OoFalPlMUXkhCnJfDBBKahlfRcA4M03fhUAUNynrRubihSrUrqNl5Sl32OlhKfkB4tHiMMH+z6Z4xx/oeFLl9YEJRPT7zklG/gj6pGy4ihqKEfpqTEegmsNLurMbQP120D2OCXyj2eYU1KJ0m5cua4OxT36IRZvUILM25Ry8kufPBhrKUufUbdEKSvXoWY5pKrMky6jqUa7qmZscYz27I8DAJIe7dznO9Qs9g3vG9qnJHx5m1LvcWX5R21qVsvRWX8+HUlzSeJ7fIJRStNL1G4/8D30ReZq1MJeKZbQ6A22o27b8XC72D3oC9ZrqbZjhzilc/L37crOrzqBKy3ekUz662spX6uaVIRoiQz/7Bg1Jvc0c/LOxRUx+iylzuZN0nhdzxiPqBeZTS31qWVqTu0s1+DYTWo/mx3yQXJi7QCHYUUG7iR5bS1EyfV8jxpUoUDeDNel4TgdNAeo5bc7DpY3ipjIqlJ1iXyxqdqFcxXSK+dxs5+Rn2Rd/PWY/BIA4Kprc7VI+sXT3GdRRSRa2rPhvtyc5nmRUgcDb588mnLJi06bjtXJOtculOIzn3ZIo4tPfj8AIFv3I03LN5gTtRdXDpr4eM6lpeaSuiCHmtxHTQyuO3EfWl0H13crmDpOi4Jp89lvK7/rwTXS44rqQp7Rcu6ofuD4sB9q6oRI725C1djFY98dJ965FHn46SJ5sj7Kc3KoX09VPbSGK4r2U73Pk+B99hnumw8oP3B/iVaxUMTvWTainLHOhs5W5e59XOGtV9VZu/5l1hj8bCWHSuPeGusFGlQAAQQQQAD3JRxJgzIwCBkLffNhTDZjS510u119SiiezPD9l4rzhoVRP3b+0TE++i/e5ps0llSE2jwlAOPy91KJlQ1aL8uH8n0cc0JVd5dA39Wm7My2RQloSZnKswniOKuE9m7Wz2yv5PjGvyyNyc5QK5s+Qymiq2i5iCLBRk0bETM46TQaiWBpbhYnnmH0TpkuCNyMUYI+cZKJMg3Z+/8aSMdchH2gtlt+ReEXZcc2HWqUE7KZP5emBDSheffU72kFfMafrjGK7w9UqduKUrqdUt3E7xmlFPu4JPikNKxGk1FBqdLGAQ6/pWrT56PE5Yelacwtco1bF/4EABCuUmNYsefg1gfbb8dzwuiVptBI0vbedZaIwzDnHe1XDvDIN+dGqEFN1Ojoi7R9mS2b4Lp85VXes9clbc8ZSqHTE/R9NFyOfbvG+XdnqM2eiKlDc5NaZj3G66Yd0jKt3L5bBUr8Vr+uWtmXkBdmKeE3rqsn0LyiU8WGY1PcL+E6n1EdaiAcWrkbiY4EthtCpj6FhKqpbCh/JhQh78WV2zg6wg66SbX6DckfGbF8p950lhp12+Ecuhb3bEr95CxL1hRFB3fUmaCs2pTlqxzbljaMiDQol7QZz8gvckW1Kr/MupNXVcEcAGIW9/Zn/5g1JTueNIMN5f/05Lt1JeF/E/KgLCeEVGUMw9Icc3VG0iWhav/qXzU3xYjDZoR+4WlF87VHff/P6Dhp+sLnlGvkcT+eU2TgA6oAsac80GsVzm9nlPw+pir04R1qc7WT5MmkcvYsWRy6Ea7Z0BZ9WNVpny5p4VDdo082kyG90x1qz3Me16m4Sd6pFNZg3WMn7UCDCiCAAAII4L6EI4dQWZ4HSz4br99kU9JcW0lCRWlSlnxVGZn10xH/cSemKMlU+5K7TJp/WOXF0/IF9Er0SY0mvwMAsDRNqfyp71IEUJK25IIae76lN//3zsmWKtvsqHxTh10eDUUjTqnYcSbKa0NhXpsd/dpOwd2GO1CBqtXr4kZ+D62b1FKqDpEbW+Kc/t8/o6Y0VqG2OKuq8aNhSiSv1nw78I6kybEk6VNQrsgfNCjJdlWD76JLulQkKf5BndJnSxU9IiAxspOUfn6/Q9/f9MOsxB3ZIK4mSW3hczs+DkWLvoDHslybhSdpry7fpLb2xR1GtS2r5qCTstFsDS7iDAA810GrWUT+KmkVVefX3jylt1pNOW61FQBAY4LS6MQINcZiyY8uKrZUDSFKaXTc4rX5S5QUrQn6+ZZHVCstrJ5JqrEXVaX3XIXfR6rUOi6p+kJGeWyv930ossuvlksHOGzsUhodOkFNaSlKrdpVvprX5jrupyghR+qzgHdvOSb3Aq7noOGUsXaJfJHvUjN1FGl3Uf6grE1e3VUH2hn5czfyfu3L6So1oURSUXcyxTgqTeNBfeNa3GRry6RX+Sr5HwXS51KJ19V6pHUzDuEAACAASURBVJO3Qu3hIy6/f/0Ca1Q6V6klvHIoNHOrTXw2Kuqsq+/r3X6tPU/zdr/m94GC14PTLWD3Avdsr6XoV3VTWOlyTespWjcaE1zrM3PU6PeG/fWt67+ZcUaYphrqhH2F/FBPcn9fC+mwVr08KEJ11yE9yinu/1M6H1+6SJpGL6zwd+33UynS5UbV9yGl8rwWo+T7WUVV3lLX4mqd81sLURMs1hw49+h6DjSoAAIIIIAA7ks4Yh4UEA2Zg7eae/C9eqcYSkQ7t/h2jtF8jmKUUkldWegA8KD6ECnwBpkMf/u4JPnxLqWh1oP0W+X1Vs6eUsTbOKWKL1VpIx1X7kjDIS4pdYDcFrKeqkGUjC8hTycpBW7E+CxbOTn9/k8zsrv3NOP9kCERBgQh18NorYtQvztlnhLGoqcIxCcpLZe/QCno8i5zw+JlSq2FkN/nJiJb8W6HuR+TIN2m1L/lMx1G0r1VpZ+jpfpyPfnqLPUosl1KyIkmpd2xca7L8kVFNlY4frpH6a8W8uuCLTWpTRVuvcDpfJGSq21JA1Ffq9wwJSpvbAKh0GCj+GC7sIfbSFnM27jiUoM6pvpuLzQpKQ/fIK4xT3kgi9SC6q5ft+18TXXZzqwQ//QSAKBapCRbe5NSanWfuTWhYVUCUAXs50vUflbnSLMxaZjLinpyi6Rh1eOaNOPKwJ/z+3w9m+XeecumNN2Nc51zDjXZpPr9IE0eqTibcF2/K/B7Bc+24A5HsN+hVnyrQz/Q5ArpaI/R//C0emeFFT36VoO0Obl2/GCsTyqXsXmWvOW0KPW3uhzDqEL28ibn8vZLvL56ltc92/4AAOCN67/B63Ok49QYzSfeW9w/oT1q/RvDxKFY9LX86RrxvNrkGvUDHo20uRmdFwVV4zBiz9IA6xuGohbGFqMYXSK/bFWJd7rCtVxPLPFvVQ1JqKNAwSKvFspTB2M9qd5wlSFaKbKTpNWOztXWX5L3GhGuC1Lc55E4x/iQKujfHOG+n1UTrdsetaLxDgdqxbgWu8p/qiV9Hn1GWudrDfr1uj36Q3PKobI36LtNudwPrUQNtnVv+z7QoAIIIIAAArgv4cg+KBvwawf0pQ8pFX1fVF12/i1pMeFJ/lDb9CW7huLws2coBc2NSRrSoI76yPzEKUaXbJ+gttBwOXZEuVYLXUqdu1VKS2eVnBVTTpaEEKwrHaPV8SWhvvSUkZ8qFesXBZNGqOuiqhlWMxGYAWpQNiyk7QQ6ddne36Yk+Pq28mfmuDwzY5SWt/LPc04WNal+fhQANBqUbLsWJ1qQlN62KSktqqtop8T6cK0eJfJ4jPXREl3OK6r8iTNR5vQ4TXYebbUpve216Veqq99S6FCDLE//f0XRaRVFXTkRSoYLMfpRrBDHjp8/DeuFP303Mh0JHM9CsZXAdlRRZnnScEW9hKLyL/a1+X6l9dQO590u+NL2qqImY6c450SW9G4lSOPuNUWgqrNrQzTqrXGMm67yo9SNuF+lO7ZAnDKKsIwW+HtO0WjD3Yo/H+UOTqnayW6ZzyyFqIWWWtTCPPC6SriDzgDzoBzXoNgIY7VDKb9X4pxud1RJYoh7uprhXDZKNJusl6kVmhe/cjDWC9JaTsUZtdbQvbmGpPyXSLfXLqnieN/Yoc7da9JiEhXug8wEfVMV59N85rr6KEWIQ2ec9/Ve9qX19U7f3yXriPzmCUUSjqbUBaBHzWFPvtpS5VCZ+/cILiw0kcBlo87ZdeJdVLWTVIrWj7bOOlc5ZZ5L+nWv7hyMtdIhDSOnmUMZUu5YqK06ePLxh11aMWpt8dYun51TdY9IkpaDjX6vv3nSbCbG++wOcWqEeUallA8HAMVpalWZIXXzzanbsnik4dJykPConQ2ddmEv33gXKhECDSqAAAIIIID7Eo6kQbke0Oh66EhSbilKb0iJTwmF9T1NdwfeVkSUrWrN9axfuXpulNe2ory336AxE2G0iKsckq2Kss1VG+srNGdidVX5CscpVSS2aCO1nmA0VnKcU7ui+8cVLRY1fh5UWLlTbrTfsVPV2fs4SLrKNznParMDd4Atdb1wF970DmbmKIFEe/JhvE685mYpDUWznOO4eltVQAk+ftOXtD2HuTcNI4lW+WDVGrWYnSJr6bVa8rN51GpiTUo3Jqx6WSk+8+okNaxpQzq/UWN/rh2b9uUzUUp1ifLmAQ5xcIybioDadbneH5W/a2aYkvK1jmofFsbgDbiSRK/dw/7tfWSGuN4rcWo3i9doo0/t8++xB8kHr0Q533aJNvjy7uLBWKPK2M/f4rWdJOk9FaUm2FNdwwtrlC5jGeXUFJTfowipPeXZJeWTgkWfS2ySOSU3XOLk7TOqz8W5Axw6NiX6sGi4u0vp1FpkVGJ6ljjtl1XNvBuD8QZXzRyeC6/TwMw46Vlf4NwTN7mWxVVKwhdA/lhVfT1b+/ntth/F13iN1zw0xPX/G4ZzanvUnPK3qRVeLJO3suKTy19W9+YGeTI6wtqFx56n/3NpiBrZyAJp8edvqFv3V7k+Nzu+v6TdFD5RaRbSkLrSVm4pkrLZUVjwNyGMr9dxUNioYk77vraoM+sSaRlRfubxY8Ttq+qWG92QT3Pdt5y4EeK5dpP7/liONJ2KS8vXM67mxHNhnpO5Lmmec/lZlQ9urNHPF6RW741zzS7uk9/ieeLg2X4d0OMj5HdLNRb35EMMjSqy8KyiV18mzcu7e+i0g0oSAQQQQAABfBtD8IIKIIAAAgjgvoSjNSx0PXRaPZTa1Hu3mlRBE3LUJcJ08o2qEeBwRk6yKt+Dx+b892FUBSAbcqjnihzjWozq+IwCF5wIzSP7RaqRpkEV9jMvs6RHeoXfPxClalr9AHEbU4i4/IvYk3ns3LAfJNFTIEVeSXsVqFBqhPjbURWazVPlbux2UesMLtzUcSyUS0l0VdIfUzSfzX1SbR1kosiMUqV3H6J5J11iqZ3Q1qcPxoo4xL0HlUEJ0XleLtEs4lk0TRq133B0XVclj4YcXp+vkY5xw+CJV2+wQWS/vfaY2lR0snSq7uYvHuDgqcXHpk2z4fEUzQBfUuhxN01TxdYEcUm1O+gMupSMZ2C7NnKv0KyQV7mcvREV2E0pAKZNE8iwSjuVVY7o5ON+GRmUFHLeoPO3kqM5ZKe9AsA3k4ZlTmwUaeqLe1y3W00leO+QtnaHfLW6oBbyCtiw5rkX6hXiOP+w39phS6aoRocmmnBZKQkd7o/IOHGLpDgP75oF4w2whYlxEQp3YNrEI6q23tlFpn3c2FRzwKaSZm2Z3FUmKprIHwx1XakL7lXS+tlR4vyFNzjGVlttx10GRjl1mgurJaYtoMkzIj1L/pqfIg63h2S2m+UzKy8y3Hltl3veifp2Oln0YFQarN/uxW2TD5syOXe0X2zzTZDhPQ9Or4OtS1xLN0LT2LhKBtUMv7+sorqQabnaJl3mHvDNY121zXDr5Odygft3S+1wshPkqckIzZ7lHfLL0NBNAMCqgsusuoJDdP4uj+p6lUzzsqRxYZe/Lz7i9y3aVmnmap3721UblFaGPBM6pXJdOkd3X/Jwr1H7gQYVQAABBBDAfQlHKxZrgHDYIK1Q8JDa9rpqS5FT4mu4wd9XbRUilFS+3PIDDMZVpLCoXNNYl6jsxPjOPKNk1VqS151QqGl3mG9wZ5HSauUBhau7dJhWrH4bd96/q3b0xzTTt0v+q9ve4JiO8t6mVCb+qpzMxwq8thyj2DVSacK61xod9wDRqIel4x2EFbq5oQK5QxVKJxcnKDG210iT1UXi85jLSJH9p/wyQYlrlLbmFbgyr5Dm1xzSZT7Mua4mKO0cu815pLOU7rNqVLYTpeT07AIlsD9UW4LjKvPTOsPP76jyuivzSwc4bF7nMzIR4n9ilJLybpzzWligJlg+TT4472zjjyKDLXVkLA92oovMEmkW7hCniEMa14c5nxNKU/jCInlzqkwtL7fnh89mr1EbqI6pkV5DxXrTdGp/OMwAizeVi5p5iaWc6hOk6Tkl7L6UZCCJ2eWz6gnum+8c5XUvLnKdH3OoeV1v+i0eItc5Zu+kih9HOOaKQncfVuL52gyl7vGKjUh4cDQNhQzGhsMYkYViQ5L0iBLk43PcwCN7pNG66oa1VbzWMX448ViHtO3EqHXbOVlgTpKvv7vAvf2nC9KwL/C60BjXzNziWjajpMmDLjX0P9ihNuBtrwAAyid5BkxfIo47hUP0UDRWNy4tVWXZeiGuSdIQF1elfUalqW41B5f8HAlbmJtIYGGcNNuMUkMaanLfvGxxn0wV+fvOEp99fJnWjpLrtzCJNXXmJpQ2ss19XZjkGOeHGNzwmorAjr+kYq9trlMmS755LUlaF/c4/9sKL19UusrWA7QenCuQl69v+eWWcjcZ9l6YV3HkgooGgBrUB/PciyMPcKyZrTC2Vu4t+iTQoAIIIIAAArgv4Wg+KAA9YxBS+4xZSRutCCWfMZklHWXuZiUBtEKUznMl32652eBv8RBRmJa9clL5cKURNUWUHTmU4nWTFDrRfZhqT2tWz1LJnkyR79ycFKXjSb7Vx5J8e+cPtdN2o7xnVKXfjf4eo4CGW0K3oaZwbtIc+K0GAV3Pxl4nhewkJcFInVrLbTWjWyorJF5a48fqCgU/Sf/QY5N+2H78UeLVcWjzd/OUtD9SpaSdVlh4TK0MUj/wAK+f4X1GJYD2ekpUvUHJ6n84yZyBkQdYdikEhgKHZKse6/g42Cqv34hQMjYdtZ/YYGhrKEmCnnY5hh0GjD24wqYA0PKAay1gZp78MaoUh4JaYcztqGST/EmjJWoECTXg293yJeW9bflP4tSUain6RE7tUTpthmlbH32DpXUao/QRpBfJY/WiUh/GuQbqtYmH9/oFSan1Piff54gaILZ29g5wKOwrMXKJ9A7NSiNeIa+uKu2iEZd1InyQ1zoQcDwPhV4X1jAl7qEQ6VcdIX3nk2qcKL+z3eH3bagZX/21g7E6Kgo7qyT9bobXnldieq7IMY7l1YQ0rZSAGe6P7Ajp3Z3j33m5456k4omSRR5eEI9WFBI/HvGLxeYL3Bd1FU/tttSgUPu63/o8LiuQgwGG7Au6AHKwMDRE/FKgT6kYI189skktr6njefZ1TjA8Sh+VVywcjFVV4eXhkELpVfDg4Zpam4ToF5q9zHST5jA12/CkQvw3+qk2/LzZJg1PrPJ3M8t1fPImvx9dYluV9WuvH+Bwa5ULITceekonin2Ve+uSmm5Wo/y7lUrD8QINKoAAAggggG9jOJIG1XOBvRYQUmTdbpVSxoTaIsfifHNaFZUqSfA6r19m5pxf3DRXk61XASnHhvgGn5pRIqn8Vb0Rtd2W7fi8Ss8vjPC6q4ruCzuK8BmninW8zPG3lPBbrxLH2fF+M3Agr3K3y5JoRyGRbJqSW/hN3hOd53vca5WBeyxyeE/Q7sG5mUfsJOdWLbOkzmKSkjcWFRUZoXTf6FGSd5RMuDh7+mCobFbFcEuUeHpxSqVeTr6Yitpsq7ZrsaIyShS0kFAr8ZDK8IfTjJIcz1KCHJaG0WlyDZsVRQmN+4nPcSU2V3clPUepgWxN8J6ErUiwmBqYFYpwByyhRnoG80Ub8+eprqyXmPR6bGgFALBRUTSo/KYTQ9T6UkKjMe5H8UUe4P9v7pLu4WFeVD5BjWe+yvnGz9IJtVsgHyXm1fRtkvOttqi9tue4riMWvx/L0I/qxhRBdpvJ1mcyfmPPsU9RW761oYRS+Sl6answnVXk1CTnW1ptHZQeGwR4XQ+drS7qGUrtzR7n+tFTxKeV5L7r1aR5NFniqKdSOpbx/WkLw9KydilJN1YVIXqG2vn4MBNujXy/tRXyz+YaW3kUVE4pIlqkbEaLvWDzusUxaiT7G/R73brEZOKC5cvhIVlSnB1qBF6Pe6mnqL6wWp13FRXbPWjDMTgwXSC8A5jT9N3slx8GAByb5bzKdeI7bBhFWpfW6snSE8r4PqhsSs00d7g/56a474sj8s3XVRz2HCN/V3Y4dmaItBtfVJueFv/OzPBzWj7rhVleb2Qt666/CgCYOGT5SD/NQ2R9WwWnM4pBSJCPTU6FHUDc3P1ltDs+X9wNAg0qgAACCCCA+xKOpEE5BqgZD7Yrv4UajDnKDWpLHWo2VaQxze/TaUqM6bj/PhyOcIyKAuK9Xn9Mvm0r0m4sfbr67Mvbo2onP668hWKZn3lFF0XUHLEmiTOfI27TGb/lR0jFYeuK6Knv8zMVptS0PV7VWHrbxxPwQoN7p3uWhe5QHA0VC82oLMzYJCXKQpGSYU4lRFKKwBtNUlJ0w74U0m8VMnlazfGiSwCA7pAk6wrp4irCLiQJpprn2qROUEuYDqtMzyy1SLdITWmnoxIoks7DEfoPumW/3FI7Kg1KDR7tJqWsUEwlf4a0hrW+3XsOsHwN7P9n702DJMvO67BzX+5rZda+dVX1Pt3TM5gVwGAjCICkSHEzCYUpWpbtEC05JFuiaVsMM2ibCsuizKBFh0nbtClZFGmRIkMyN4kgCRAc7I3BLN09vW+1b1lZmZX7+t7zj3OyXgEkBt2YwnQNcE9ER3blct+93/3eu9/+HQZC0RCy00MY6pJWTpvrnogvAABKap/dVwHbnq/26ypgGhs4NgDUwvxtU76zcpvq57hKGO1OUCI0GdJyPEUfyc6ucvDUuHHEp5YzpCjGsCv7vuz+TfGm11QLjclj+3PIjTIKq7PCSLU15c4MnRPfy5IQbnOOXn8E/iGWOvKNgRuNoL3N+2Y0Qwl7Yex5AMDrIe6/E5cmskpNa1AoNHTgCdORdrKsZKRXN/jbMyqV45/glzfXyROuNKmSIhXLe7wfovK3xEb4/bI78DNzjotr1Ew2q+TDfjSQ9sMRSvmuGi2q4ztCepb5utfdQSmew6tsFsBxYFJJ9HbID6Mu93R6nIWcq3v0wfX1vGxJo0onqSU5e0F5sR2tZzfCfUk55MG4igpvj5FX91xZgxLUarZu8313nryZV+uekROzGocRg57yRhtqPGkU7eskA2tYapj3msIA4O6Rv6O6xyp5vnZqKnbrhuFZH5SFhYWFxdsZD6dB9X3sFfuYyg4ihhSJF6fE01LBwWZFmoky5bMqDnkwwX18kOekig8hVacYyOPJ0OCE5ZjJpMrjSzhUQQPU1Rp+SNUqFjOUlsZVOWJHUYJJ5bIUDwjsxxRJODKqwpFqm35b2pdToBSyKQnsndGBDHg4iDlRHE/MIazCjW6UWopbpjQXn6OU0ldp+madkmM2Qvt+Zy4ogpnv0169UqHkk2nSpt6VLTosn0C7oWaSypNqTNBflOtT8rrvSDq7ysinwpQ0rBL/rofVFkXRgP2JwCc31lDrh1H6WhIFXmtVvpiRVUp5xU5W399DuP9gRSMfFE6/h/TuJjoqRNpKSJPyVHBzgTRtXGJUU2GbfDOlah6N3r39sc5VuJ7qEF9H2vJfnuXfpkFJfVdRaLGEWsCH2STxfFG+2CnSLL1HaXdxkn8Plajd7ji89rERamz12bX9ObR6XMfxJ0m7k1Pkja0pFQzeYoTXltoqjJkSQngw+/6DwLh9hGsFZPerMcgH+SVqdMNh+cbWSbecLB1JNf10wkFI4QsJajRfVOWHQl3FT++ySO7QRfqa3C5/e0Ja8F6CvDkkH1Wty8LHCjxF8gS/P9qiT6vXId1jygn0DtDjyTa1sCtyNRo57MIS/3M+57gpC09IDVDbh5iuF/Z9jLhdTEQZbbijYrZbl+i/66l9xd4iK2LsdalZj+U590b/i/tjPVPmd1/PyQe4xido9SQ1b3+JxV4Lomlez45qmvfz4wUVRE7wd6EV7l/5aS54KMr708/ygTufIy3rqYAgx1YVN3CMczDqltjTs9ZcIj+XdACMwMXafrvbN4bVoCwsLCwsjiQeLoqv10dxp4QelIykCgFuWHXzFNXkKJ8oG1W9MGlS/QNSSEGtLUrKjejLrzXaULSIzs5YhJ931SiwVuaJvlSUvyNECa0e4XHd3qLE+bqagHU0h9owX2PrgcT/8TLHPq4+z/2Y2s2r0aKbpw9hQTXmTCIG4xyefT8UdTA0ncSu6tFVGhQJdzuUlEZCtOdnjCKPVAJ/2adfqPfpQNK+71Nq34lTU4io1mE8Tik1I2nTDFo1x1QX6w/YMHAxQelzW21NstJcfbWhH41S04qGaDdfSsjOvBZoQCXVuet5vEZdDeqi61VdkpLweI107cXr8J3DlZGckI943sN6QW1HMqRDdFwqd1H0cKkLN+r0pb3eVTvtPwtyZppJEe0xRllFppkT1i9Sgq+oCkFLY12r8bfVFe7F8hz3IpqjxrijfaztSRtVO5qeoTZ0xyedRluBmr+TJ33zo6w7F5Wk2+xzbl1po5kOxy47OzjEVD04IR+JtIt4mnNKVDn4XVWHGSqRVxVghojalxjlH3YqQaO/ivL7cjH62Cohzr1yT61i6uS9WTAfbGiaFTtyPr/X2uAeZqe+EwAwLB8eMn8KAAjvDfIZSXcnwe+nqoGftK49m45TO8tlVTFC3VbTYufVELWAsiIsd7WnhwEnCsSmDTDCOfRWeK1rdWqWqQavlVYtR9eQprdd+fg/E8zllQTvNX/+nQCAfp6WlM7dJf62w/V1XPqvllUppnKRPPz5DHmvr1qOPUXzRou8RsLhMyee4ftFVX4ZKwc8WtczeCTF+wRt8sj5Bp8pmwle+7jPZ0g9W0FkffuNiSRYDcrCwsLC4kjC+A/RHtoYswNg+Rs3nbcF5n3fHzuMgSw9ARwiPQFLU8Hy6OHD0vRw8UD0fKgDysLCwsLC4q2CNfFZWFhYWBxJ2APKwsLCwuJIwh5QFhYWFhZHEvaAsrCwsLA4krAHlIWFhYXFkYQ9oCwsLCwsjiTsAWVhYWFhcSRhDygLCwsLiyMJe0BZWFhYWBxJ2APKwsLCwuJIwh5QFhYWFhZHEvaAsrCwsLA4krAHlIWFhYXFkYQ9oCwsLCwsjiTsAWVhYWFhcSRhDygLCwsLiyMJe0BZWFhYWBxJ2APKwsLCwuJIwh5QFhYWFhZHEvaAsrCwsLA4krAHlIWFhYXFkYQ9oCwsLCwsjiTsAWVhYWFhcSRhDygLCwsLiyMJe0BZWFhYWBxJ2APKwsLCwuJIwh5QFhYWFhZHEvaAsrCwsLA4krAHlIWFhYXFkYQ9oCwsLCwsjiTsAWVhYWFhcSRhDygLCwsLiyMJe0BZWFhYWBxJ2APKwsLCwuJIwh5QFhYWFhZHEvaAsrCwsLA4krAHlIWFhYXFkYQ9oCwsLCwsjiTsAWVhYWFhcSRhDygLCwsLiyMJe0BZWFhYWBxJ2APKwsLCwuJIwh5QFhYWFhZHEvaAsrCwsLA4krAHlIWFhYXFkcSRPaCMMb9qjPmHj3oeb0cYY84aY14zxtSMMX/3Uc/n7QZjzJIx5iOPeh7fajDG/Iwx5v99g8+vGWM++BZO6VsWxhjfGHPqUc8j/KgnYPENwd8H8KLv+08/6olYWBwWfN9//FHP4SjBGLME4Md83//Eo57LNwpHVoOyeFOYB3DtL/rAGBN6i+fyLQljjBX+LB4Zvln478gcUMaYp40xr8os9VsA4gc++0+NMXeNMSVjzO8bY6YPfPadxphbxpiKMeb/MMZ8yhjzY49kEUcAxphPAvh2AL9kjKkbY37DGPN/GmP+0BjTAPDtxpghY8yvGWN2jDHLxpifNsY4+n3IGPO/GGOKxphFY8x/LnX/m4LhHwJPGWOuiK9+yxgTB74mL/rGmL9jjLkD4I4hfsEYU9A4V4wxF/TdmDHm540xK8aYbWPMLxtjEo9orW85jDE/aYxZ1/1+yxjzYX0UFW/WZNJ77sBv9k2vMgf+a+1NTc+OdzySxTwCGGN+HcAcgD/Qff73xX9/wxizAuCTxpgPGmPWvuJ3B2kYMsb8lDHmnmj4ijHm2F9wrfcZY1aNMd/+lizuIHzff+T/AEQBLAP4LwFEAHwUQA/APwTwIQBFAM8AiAH4RQCf1u9GAVQB/BBorvx7+t2PPeo1PWJ6vjigAYBfBVAB8F5QIIkD+DUAvwcgA2ABwG0Af0Pf/88AXAcwCyAP4BMAfADhR72ut5B+SwBeAjANYBjADdHlq/KifucD+Lh+kwDwXQBeAZADYACcAzCl7/6vAH5f380A+AMAP/uo1/4W0fcsgFUA0/p7AcBJAD8DoA3gewCEAPwsgItfsS8f0f9/Rvf6R/XM+K8BLAKIPOr1vcV8OqDHgvjv1wCkxH8fBLD2Br/5bwC8rv0wAN4BYOQAL58SD68CeOcjWeOjJrKI8QEAGwDMgfc+Dx5Q/wzAzx14Py3GXADw1wF84cBnRsS0B9SXH1C/duCzEIAOgPMH3vtboM8KAD4J4G8d+Owj+NY8oP7agb9/DsAvvxEv6m8fwIcOfP4h8PB/NwDnwPsGQAPAyQPvvQBg8VGv/S2i7ykABfFW5MD7PwPgEwf+Pg+g9RX7cvCAOnh4OQA2Abz/Ua/vLaTjX3RAnTjw+dc6oG4B+IGvMrYP4L8FFYcnHtUaj4qJbxrAui/KCMsHPhv8H77v1wHsApjRZ6sHPvMBfJlKawHgAI1ArXOgsQ6wDNIT+AqafsX/v5WwdeD/TfAweiNeHOAgP34SwC8B+N8BbBtj/m9jTBbAGIAkgFeMMXvGmD0Af6T3v+nh+/5dAD8OHjIFY8y/OmAq/Uq6x9/AvHyQ1h54709/le9+q+Bh7tdjAO69wec/DuC3fd9//c1N6evHUTmgNgHMGGPMgffm9LoBOv0BAMaYFIARAOv63eyBz8zBvy32cfDgL4JS//yB9+ZAegJfQVOQiS2IN+LFAQ7SGr7v/2++7z8L4HEAZ0CzShFAC8Djvu/n9G/I9/30N3oBRwW+7/+G7/vvA+npA/ifv45h9nlTPtRZcI++VeB/jfcaoCAEYD9Aea4FUAAAIABJREFU6qAQtAqaVr8a/gqAHzTG/PibmeSbwVE5oL4AoA/g7xpjwsaYHwLwTn32GwD+E2PMU8aYGIB/BOCLvu8vAfh3AJ4wxvygpKy/A2DyrZ/+2we+77sAfhvA/2SMyRhj5gH8BIBB/slvA/h7xpgZY0wOwE8+oqkeRbwRL/45GGOeN8a8yxgTAR8WbQCupP1fAfALxphxfXfGGPNdb8kqHjEM8/Q+JBq2wcPa/TqGetYY80O6938cNF1fPMSpHnVsAzjxBp/fBjXQvywe/GnQdzrAPwXwPxpjTiug50ljzMiBzzcAfBh8Lv/tw578g+BIHFC+73fBQIf/GEAZwL8P4P/TZ38K4L8D8G9A6f4kgB/RZ0XwlP850NRyHsDLIKNafHX8F+AD8z6Az4IP3v9Hn/0KgD8BcAXAawD+EBQevp4HyDcV3ogXvwqyID3LoGlwF8DP67OfBHAXwEVjTBUMRjn7jZn5kUMMwD8GNcktAOMAfurrGOf3wGdFGcB/COCHfN/vHdYk3wb4WQA/LRPxR7/yQ9/3KwD+NngQrYP3/EEXyD8BBdI/AYPN/hkYXHFwjBXwkPpJ8wiio82Xu33e3pCavwbgP/B9/88e9Xy+GWCM+W4Av+z7/vzX/LKFxVsEY8zPADjl+/5fe9RzsfjG4UhoUG8GxpjvMsbkZC74KTBC6ltJzT9UGGMSxpjvkal1BsD/AOB3HvW8LCwsvvXwtj+gwPDce6C54PsA/KDv+61HO6W3NQyAfwCaTV4Dc4D++0c6IwsLi29JfFOZ+CwsLCwsvnnwzaBBWVhYWFh8E+Kh6qup1tMg0xhGx1tS2Us9h3VIoxG+0exLO+t7AICDypqj33j6O6TwfR/myz539Z+Y/h58nojwWs0Qf5fwBiNxSeEYJ1d3+Rru9jnn/SsC8Si/2wzzvaQ+6vV4jXCEv224/MDpeeh0+uj13YP5Wl83ckNpf2oyj7Bh4FHJ7QIAUqJbu8/rh3S1epgBNhmt1RwIVkzF+Nme4RjJ/SlyjGg0wrX6XHNUe2G8tj5nukTd45gRDgN3cK0QX+u+5tTuag5B0FQixGvsaj1Jl3vk+Xw/EePfVe1hEi52ChVUq81DoScA5LMZf2ZiDCFxdtll8GFUe9rxyQehHl/b4qOkHwUA9NyAP4x4rx7nYOkO19UHfxsTQ7dDpEnC4/c6GtsVT7eTfD/b49h9n68RT3MKix6iU//AfTJIDaxG+GaqRbp3+lxXMs6o4UqP78fdDirVBlqt9qHQNByO+JFYDJEwr9/VXFMu/3Z9/h3V+3XVIo67g3v+AH9ESIeKeCbR4Xfag3vU4WtTa456vEZIfyfipE+lT54Nd11dg+M6Yf6+pS0M9fT5wfU4/Kuj50BIsam+HmZGz7C+xw+M5uD2e0Xf9w8lkXp0dNSfn5vb56/Bc3F/w/78f/Q9PXf/gp31/cEzQX8P/me+/BoDYpg/d42vtKR9+d990aGv56h/YBJhPaAGfpWwnhGu+FuPUbQ1iYTxsL62inKp9DV59KELgBrHAfTQEj/gmZwYa4j1XSMLUwCA27eYM9cpcVGdTj8YR4QZHBipKBnDHRBQjJIc4vfeNcccxu1dMs5ETulOkxUAwHufHwUARMNM6q8lyUul6iYAoH2X42ys39qfQ36UIf+j6nryvmdZa/LyZ5lcfbPKa3X8JufSSuBjf3zljcjzUBgfT+MXf+FH0Shy0duZqwCAZ0cWAABXLzL/czOSAgCEc0MAgAvTT3F+Hwta5xyfY75de7IMAHjn+34IALB3iVGlzhgT7AveNgBgOn8BALD74r8DAIxMMsJ5vce1T02fBgCUVqoAgM4093aldh0AUFnlQ+b1j31hfw7D0TwAoD9PtvqRH/1RfneRxRecYe6RmyJdx/PT+Osf/Qdfg0oPh+mxCfzmP/onSI3zwX154w7nn8kBAJq3SwCAan2X69srAABOPc32T9u7pf2xenHSOzzGh//EONfnrfI73QrHWF7m+s6feT8AYNMjT640uM6ZBfL9qWnyZneZ+10t1QEA64s3AQCPnXsXAKDWDe6TRpiCQ9PlNUZy5IWVq5xDMj3Mz7uXuP5cCD//j//51yLTA8OJhTD62AxOneW9MXKM/PCs4f1XLPL+6sb5dzVcBAAs5BYAANv3P7M/1uw036v2VgAAp0fGAQBXXyN9t13SZ2+IxRCOJ/l9p8trZnPMy10sMQYqowdgs8NxappDocJC/u4mn0vFUpBH7XX5m55H2g8nuacdHZatKJ9drQbn6PT5HCpuLh6svPKmMD8/j4sXL+4/43wMDkN+7uig3j9c9Lu/yB0zeKfXrwEAoiEKWn1fz1NncFjwmxF/cGDxfekOiEsACg0OTX3g6qDerfC5srPLZyEi+/m/iGXJk3UJI/k4heXyGv+O5aMaq6rPQ/i+73iwdmvWxGdhYWFhcSTxkCY+nrDewHKn0/hzFUqrpsa/h0ssp9XoSDKQWuQdFAB8DwcxEBqdFNX4yTw1pvQMxxiTBL8OqveZHiW19i6X0LpPiWHlOf79DqnsrYgkpBalqEYyKNWVkBZXvErp4OI1SrK3TvFao2HOYWaEkt1Qu4I/ixxeOyUHPqJ+B9d6lPIRJ4G2VijVd5/gGibvUgJpyLSx+cqXAABrsSDpuxnmd6bCXF/pJhXutTGuYUF2j9wQ6eGXKaVel5lwbIvaQFMmj8YKN+TyHDWuzHXSqhDa4fduc4/vu6n9Oazscn4nxjmvvZvco1vHsny/RskqO851ZeNNOM6X88GbhuvBVJqoNEkPFDn+2Dy1tzs98tcKu15gdoEaZrnPPW6eDcymr10lX0/f5f7EzlELu+RTEhxuU9pOP03J3Ywwqb/nUfq+eZG0ii/vAQCeyFJV//QWf7/5Cq8VPc8Us/khagi9ycb+HG6+Rn7OLXEO2XHO4SWZAxdWpbGcoMb7+Mk4ErHD69rhuECq4mHtpZcBALvVCQBAOEQLRfIC5zNb4TVdjzQrXr8LAFjxgsIu3Tq/43RJ69Vd8mJhlms5QbJgL0W6egVqVuuGexeKyQRa5rVdVfFZy/KenKlSiyjsUHKvrZE2Xjy4T8JJ0tatc+xGg3xdyWQAAAnDGyA8xnU6u4WvQaGHhzEGjhPat64Z6QmDTHhn4N8YWJmkOblf4f4AAs0oFOZ96A3MazJlDkxz+0qZtE6jzyP7lsCBZiWzs/6u1/nqxfhMTMapQe1Fg0k4Lt9LGN5zhsopalPcr2SH382LxlHjwjEPphtZDcrCwsLC4kji4TQoGEQcg54c8J7DExIxnox+k5pIs8n33X2H85/3he2/M7B56sQelr/lzIlzAID4BCX1Tpr+gFyfUqm7Qg2hN0IbfClMKWvsLpfUTnIOrU3OoRt+DACQGq3vz6G+Rjv+qjSTl9c59vkqa6WGjlPS67X5mzvLcbQ7h+bP59rjIcydpiS5VaPWcr1EiTtxn9pPXP6T3avUAu8VFfDw7PD+UDkFUGyWtCclSo/HHAUzjFDK7JboH/HilFKRPQ4A2Fvj3t1qUCpNg5Jm4eM0vS9XSIONNucQiXJObiQo7WUalGAbLc5lsUTaT7VDg0nytU26d6LH4HuH2+C303Zx92YZyagCF0bYJTy8TKn7RIdaynmXEuH9FGsSdxuUup1W4Ac/3+X893rPAwCGC5Rx323Ii/NjZwAAjVOU0BMKllgv8HePy18ajpBW8R1+b77Aa8d2RWuf98/IGH0p9V6QxveMR+l0M8S+fSPav+9uK1BjjPPtdqi1rS9H0O0eHo/6no9Wy0N3EFRyn2vaPM/rzlwjX9THqXHsrdEn1WxSa+4tBPVvK2Xuv5ciHcIp0mWhSB6NSF7ubvE+LPd4T9djpMdmjXTqZ6ip+kO85sjSIgBgt0ye3ZXftN4lH0aTwWMu5vM37ihfO1XuVdpwvq4vP2OHvupOO/C1HCoOakHSWvryKIX09yAOIfBB6fXAbw0G2tXAp8S/w3o/rkEGMWRfGRLhG/6v5w0upsCeNl9bXY2v+IGo9ix+8ORQwFSjwzcVu4I5aXORpHxt/sCnfzBU7Y1hNSgLCwsLiyOJh9KgfJ8h2O7gKHd1qsof1FeIqSetKORQug55lE67CKRlRye35325BtXX8es4fG21aJ8fm5C93qfE/95zvPbeIiXkuWcpvb/3ArsSR8b5u81rHPfSjRcBAC8Xd/bncOIYr/GxP6GkZcKMhHJa1CbGJygtbG7Sr1Os3UTfO7wzPRpyMJ9LIxtTgFCR0mZ1EO++QckknKTEXqiTBhsrNwAA/VR+f6wPf4Ta1EtfpGYUHmO04ewYfROxGWqk9U2F+vbpW1orUpp/apIS8c5vUgPbGaUP4USTezb6PKP8Ll+ihlvr0HfTiGf25/CuFygZbxaeAAB05aupN7nXmWPUOPqt83w/VoPnH64GlUgBTzwP7Ma5/q3dp3ktaYDveZqSc+I01326SN/b3ZUvAgDiB0TDynlqA07mGQBAdoa/Sc2Q7slhRS91uS9und9POfS77L5AiX77Rf5uJ8r75AfeRQ09+u+Rv7bX+ftMk1J7P7WwP4fis/zN6S3eS7Uwefb8KHkyMsIxVmN87ZQ39iO0DgOhUBJD+afRAzW0ZJhzf6/H/V++r7nPU8PbinDN1Qoj7fzduf2x3v8u8tgnXyR9WnP0g+Z7fD6MzPPevl8jT7S6pMf6HvdkaoxRwWuvktdb44oQ3OQ+nPo2arqdFu+XzRIjTGsm0OKyo7w/dm9wnl3DVkdRRV6aPMf25CdD9+U3JtCbgPlzr0q12Y/W07NRjwNPFqlKN3DmN3bJ1//iP7oPAKiHyYN7P0p/0E9/8AUAQCZPHozHlC6g34f9QerD4JktjVI+priiqHst3ufVDq07xgt0oExI2nWd+xhN0iJVrQ+0U2qhg7Ze4Ujvy3OO3gBWg7KwsLCwOJJ4uDwoYxAOh+Erk3BgSYwMkjfl/ggnBnZPnuIJn9Jf1+vuD+U5gwQ4SkupJE/4hCTYiE/JID5B2/DZedqdzzkcczZPye3U89QMpsdpv09PUgpTziTGLvDkfz5HSSKyFEhEG2VqU7NPUMKaajK/aJApWW1Rut7s81rxxAwcE3lDEj0MTCiCaG4aUeWJpVrUONpNSphLLUrPy59nYfabVUqK+Zjm6wa+ioLyeUbOk14nRylNeh7nW+tT8nFnFwAAmS4JNL/HMTYq1JhyFyhhjoF0DSuXJ+pQOorPUtuMbVBKjabi+3NwJaWdeJxS6IUT3ItilT6nlk+ptR2nthv3MvAPWYNC3IF5LIFIixrGdpW8F56Qjy5zGwAwHSMvNkc5p3yUc15ShCQAlLqUqoePU3scyZGXmpw+klTG4CoxOSLflKdosnaUe1F/mrwZUpKwP8T7JT+viLg859CSxlyqV/bnsDXIOH5M0ucOf7u2TQ04miDPdJWIHcllgwTFQ4AJRxAdm8Kw4VzPNTj2lBKbP9uhplq+8mkAQFWWkfwQtel8KMjpaikRffo95N8Ls9/BNV65DAAoKjetOMZXkyS9x/e4xl35giPKu0z1uae3OvTTHY/LL/cYrz25RI0dBzSOzQrHcrKcS8bnc6XR5B6YBjUQN8Q5hJycfnmwJ+UhwA+UiK78RnVpSJFBErFC7wYalqfk7LuLwX3/x6/yefZ/3fmbAIDyFrWX0EXSJvT9/xUA4KM/8VcAAM+cJo/WlTTe0bPN1XMtq2T6QZTfvgojV3PEVXRsK4h23TWknZ9TIQElZO9o7EpHN0yEv82b8IMqUFaDsrCwsLA4mnjoShKsvqMs40GJo4E9MqycDY+STFN+pERE0l00iPg6IV/OpSolGm9QQmKCktq3naGfopmiP+jcHE/+ZoJ27LM+Jf1mbAkAEE0wOqtQp9aR7VASCA9R6ho7S4n6+Oz37s/huSIz9xuh3+Z66tRClneUg6VIuDFFDna9EJxD7IVoHAfhZAIx2cxXs5TeSjXO+coEaXScS8RIiL6q4WFKiN3x3P5Yx2uk38uRzwIA6lna/s0YNcdTPUovxZ3P8X2f0r0X5ftPtFkpwGQ+xQFd+llupSiRzTU5l1GfvofESe7luqKfAODZsjL7M5SIY8rVaffJF/kVagaRMKVT15+A3w+06sNAOBLB8LEppOvU2u7WqTGl25Syy5OUyufanLevHLRWmP6NpRPBLZFUbt2u9wmuJ0utFCn6J5JL9AVWffKJkbLQm3wPAOAZj3lP75inxJsfUX6PxMLutkpbKUotMkn6latBmNb8LWpK1W1qKm6afNx/lnOYUAWEnQjX19hYAXqH2K/Ta8Fvvg43wnviVoaaZnKQ8zJD/8IzSfLsVY9+paj8puFTQR7UM1H6r5pR7klmklF6uTlqqCd2qeUXv8Q9KdS59m6U/P7OMse8nOQ10mne8+Nx7uW7ZH3x4vzd8ohKVB2oHXWiwHtsPUb+MHk+T5yqcnR0z/dUKs0Pk4dLu29IpYeCr39BSB2fkxFp2L2BD1+5i12VL2sqr/RGEIiM9CXS8Mw0q7ZkS/RF3c9y/ucK/PJrX6Q/bmz4fVyPaPXYoLyWfIeOIvG2Ze2Kl2kdMNrfHh8HqMSD/Mfjhs+KdVWp6XfJi/0Y+X06xLH6hnxp9vow7oP1lbQalIWFhYXFkcRD+qB8hEI+ejrWHDOoJUUkpUEl5VdIheWfUERIGkHEVy5NiSwv46bSLHBunBLaiVlGTo1NUeoayqtiRI8SzyCrPDykPJY2NTEXPOmbdV4rnWE0XyrFv8eagf22rHyT6eNPch1FZWO7lCbW7/CUH9iC204X3iGe6b4JwQ1nsRl6BQCw1iO9lkuUlGLKrPcdzuukJPBEXtE+1UAjreUoSU2MUpqplSm1jGZIj4bye8LFBQBAqU6NYf1LvMj9HWqqlVPalxluyIlBpccetbWZEe5LKKZ8qusBPerKDs+oc3mnQJv0UId0Lmxyffk219MZ7qPfO+R2LyYEJ5RFL8b8ueFRrqfdpDSaEZ/tVqWZpMkXOyoxVi8GNG0mKbn35xRt1yetRmqk7dprivKLsA5iJMR1ToY4WO4x8mY0QzokVW+y2aAkWduSH6lDuoTy9FVlG839OZRBWvWnGBnpSNoeyVGDiXQ5t+E9zml1rwjXxaHB9fuo9ooo9lX7T1FfjkPaDGeUL9PgfMbSzDf0h/j+TH12fyxP2srjj/F+yw54Ns8x4zGu/93zXMtn1lknsnybm/ZSm/RtzJCuvQR5/fQQaVTaJX0jHfqSkxnuT+Le3WAOET5fEmP0jw6qMyTlJvFcaoRJ8WUnOyDmpa9OpK8L/n4uUH8/wUm+/A7/biovsimeXavyubTyL6v7o3zhU9Tip5xvAwC864Ps/P4hswQASO/yOVm4zNeLC9zHkGrpRabJm6M5fp5yyZutGq1GpXVpOoPCz1He9y0TaEB7s+RBI//joOJNOs1njxMir8RVIKVcLsDr2yg+CwsLC4u3MR5Kg3KMg1g4CkdVa8NpnsJ5+REaUq3a0qkakgRSLk/pQQw9AHhV/r8d5WdjaucQK9OuXFU2/E6JNvd3HOcp7EiKiieVYxXWyZ6VT6Gta/UoAdS2+PmkspnL1SBCKqkC8bEmpezGqlobvEwJpXCXtfm2O4oKms3uV/k9DLi9LirbK9i+xgrid3coxs0qk/72S7xWU3ki3Rzrx51SDbJWN9i+xjBt55t3JQl51CAG1QlGRyhltn3SM3+ammVhl2tMpbjm4mP0AaZAo/scKBGPzsvHsMbPI/I1pMeDygtnzlJEulvgOjZvLgEAdta518kqNYNP73KM2QtDaDXaX4NKDwev30ajdAehEGnmhyl+jkmDimxwbqlp8ubqliovq0pz62pQzXwyxzUXw5S2j2WoZc7EFviFBL+77bwTAHDyOCXJyjq101aYYzaP8/u+eD2pumbxM6pZuMu5VVWD8d4rm/tzaJSYp3NPZEpIY2m+tgQAmFZu4bVb0mxSJfTbh+mDMnBqDo7NqA3LCa7hqRbneusS93ZFfSs2E9RuhmUN8BOB1WRvgjzWX+L9NnSG99+EKnJEpuljOl7nvRzPU0P6tKGWMLzHSLpF0W04yt+/I01f3xlVnV++pVzK2/RlVSoH/JwutamCzzlkzaD4JLW5sMP7pjyoqBKLvjF9vh74Pvquh05fuZzar2SD9Klek8+pytdFVepJJrneU2Pl/aGe+T5Violz/+cM79uWqs6MOPT3/VbqgwCAiSGuZ3dRfqIGn4drJ/g8nepwDhGP6w/JcnVbleGdOu8J/0A7jvgk59VWFGLTVdR2k3PpdfhcqK1zzFi7Brf7YM9Rq0FZWFhYWBxJ2APKwsLCwuJI4qFMfCHHIJ+KoNeRI1FFTGdGqdItLqnERY0qaF8NuUyEoaad/vX9sda7/CykTqDZPE1Oo2pJUE8zgW7uSZXaV2Mxv0JT1r1FqqrhszTLTaiZ365CMashOkOjCtDYURJkdyson78j88jtKwpKKNAMVlmhSrpW53o6af625if3izIeClwfXtXDzT/jmoqrVPW9EOd1f5fqd0VdVHNdzj1laHabeCyIfa2m5Yxu03Thb9LEVVilKp+K0myYOk66prPck2dfWAIALKqlx+gkzS0ZJUVWDa8ZU1HY4Snux6C8zPHvCRJ1s2rlgeuc18ZnGNJ+555MuyrLX1aAS3c7hc5hB0m4LvxKDT0Vt/QWyaudCOlTVEJy3ad5blOJyGvXSeOQE/Sl63ZoDo1ta+j7vF3u9WjCSzvkj6mn1U4gx+93Nxmqf+Uyi5hCwSwjKdJ4/DR5c1yJv40u+e3+VdJ621vcn0NFrY83W6Rtvst5Lt3gd16rycwI0nS2l0H3AR3QDwLH+IhF+/D2uM9RVjxC+BTv02KPic2D1AhHSZk9j8+G6fcF91ttgsERyRTX75a5R5sJJS6PcQ3jSmEYn2EaSFpm/fur5O3IFK89pNY79Q5pUHC412GHvN6uk0dzY9v7c+iWuA6noUdfjNdquEoVUDsdN8HXDg6/WKzv+3A7XezscF13l2jSzSqR/ZN/qDJiMu3nFvQsnCJNjz0TmCxnZhkc0VeyfwK8x0J7LBMVy9Hk+m6F+/eU6pP2yOfX7yixt0b+asls2oqTp2ePca/aSjdpFkmPE+eDSJymyiS1HD6D/Tb3c/Uuz4HCLudi+rw/FkIh9GyQhIWFhYXF2xkPqUEBuTQQSfNcqycUhl1XkqBKdsQVmlyTdILYoMNh0DjMDGqyj/D0DS+w6Gv7NAMBTqi00YsTlMieeUnNx4bo9C8sUxo98wSdbVEljq0OQsJbXNr0OUkhaq3x+UIQHvmFj9PRfyfHopOjtznWXZXxUFQwvDnO4YXWJm7jwRLMHgROxEF6MrZfXPGe2mU3VNJkRYEjpsn57CiZ1K9z3luRIFE3ZzjHzDMqIzNPZ3ZljBJReoR7EFXL7pRaOXvHlRqgAJetSTqkJ1xKTp/tcV+OqWTNdfB1fova8K17gRM81ef89gy1lDkFblw6RcnquT3ude0DdIJ/R38en794uE5o12+h1r6MtTU1uwODbp5KU/N7RRrhnGJ3fzetoqE7r/I1HZRe+kiJfD30Dkq451VO636YdD/dpzQZf5I0zoEab6+rsPHrvNZO+E8BAMkO0wQu7zDo4nyJPHtXWkdj8d9wzgfaaUebHKufo7Pbk0KyHCHPPN4hzcPPMvDkvZUhfOah0++/OsIRg/HJOEYT5MVln7y3ep+BPfcUIGXk4G/GFOjTJX+s1oLJPF7kGo5NUduaHaJWuzXMvcgOk3dDSTnTe4MSUtxDyHpyI8G0jHyJe/UpRV070voL0+SzsRiDJNoHWrpkMqRnN0npPqtiyJsO77FxBSyotyJCxTckz9cF13NR79Vx9Srvk99dIp+diZDGv7HFQI24goycPO+xvzlG2hoV6gWAMbXmcdJKqJVFYuOdaki4y/U2TnKsiZoKOKt02bBLPipm1J4mT03r82qZE1crlJtR0mV09xoA4LWVoFD1vAoV11Lk/7wsT1c7vM/fE1YqwkmONb+eRfRg18U3gNWgLCwsLCyOJB5K1vKMQSMcwfykmnvtUfIpqbnVsThP65Ehfr6RoT+jJ9tjYjSwW2YqlFyzT7LEzlMfZnHScY8lXMJJSrznX6GUsbTD07ezTekq1aN2lpMtOTXDE/8dEwrZTVFqn1AjumaF127WgpN/9z5DeEMZSp+VHqULXyVGwnEmpeIOpcHPYRP13uFpUD5C6CCHhoqGxvuUAO/dlR1ZIe1dyRHhPUpL2yrtkqwF4cQ7FUpXE5LyU9NMVhzp0K6vepuYlnQWnnoWABBNkt4mwffHckw6HUlSyv9Lbe6pUWmb1Apt12Uljt5feX1/DtdvUoJKn+Tr2Dylsffvci/cLPll9j75ZS1dRu8ws0oBtHrApYJBRY0lIxnyWSXFtiOqDYvrKhQc36QGUlTL7JwftFtvKGF7eoiaT+oUefXJGmnRL3MdWdURDZ8Sb4mfCqDt3YdSIBJqdLhN6X3XFb/dJn9VI/x9sx74GFrSxiItXnNHPqmhde73jTo1gOznyDsvZ9bQ6B4ej7qOQSURQUItRjrb5JPLu+S9nJKzW3GuzZE/rZEm/0SdQHtJDg18QtSI4mPktZMJ3tPRuBp0DuqU6nmSGKXPqRundp+BGhFmON57d1jeZ6/Fa526sgQA2B3m78a6QeqA4wxK+/C1lxA9V/mdXfkuO3vk4U3vkH2kANqui5u7e7gq3/LdEmn6itqKuErg3lNh7OfXeM+5z9DfhGyQKlNLU1sxCh93VdJspEff04YKSic/RdW7McXnZqXM14LmMJJmusj4HPfmu1b5u7qehacX+ftyklrvXiFoW9RQwW8zQnWzoDZLI9fJCxsxPsvNNfLslUgdrfaDlTizGpSFhYWFxZHEwyXq+iGku3mkhpWQFZJUmuWJX9nieZcXiH6hAAAgAElEQVTNMcqsVeSJGndow4+MnN4fa2ie/qgdnZGuIr3yc5Q2ww6lqViY9tfzFUrq/ZP8fG+UJ35/EN2nQovHhtXaXDbk/i4lgY5L2/n5/r39OawvUDu7ukNpKqqit5EQJbOUT0n3ToPS6UptB91D1KA8N4pW5RjuqDV49YZajTQ4j1pVfqKe3k9yUbm4JM5sYn+soUG7kU1qRIlp0imtRmyxnornqqyKEb1ikiBzk9R2upJ2onKDZMOUlENKCnZVzuf+Gv0Jqekgiu/5Oc53q0GN2TPc/1SWUX35IUq0K7tUOZY3r6DVDjSWw4DbNqhfDwPjlNbWWgsAgEife1ltkl9GZsmjs95VAECrwFfvQDPq7ST5Yvg+i8QWotQKjs/SP5cZVtSSCqP2wD3Y6VCqvVwmTcd2VHYrTNo1c+Tt+eOUVttRRYluf57jTQea8TH5eW+q0WSjxXupq3YQw3GuZ7WmAqnlO2h1g1JJbxZe20f9Vnvf/1lpkb+GI9Q4GiqenEhyLf0sr51Oqdne0PD+WFfukefSo2Su3LiS6pe4NxmVHptXM8nQkKwlKfLo/DPUuOJqEBnzv9znFykoYrMySHQlreIzwRxGZ0jH5jo1gbLP54EXI50dn/zv9hkl2esfvhOq3fJw/VoTm8t8pjVXeN8kayyy3FXJo9Eh+uE7Qyoiu0L/TzMWlGszcWr3dRUkQFz+8zA1qXSWz8lWXw1hm9yfYZFkTAWnW/LFOi41Iz2eYaoc506D98K2iukOHQssUadHeO3lTc43HOf8xo9zXbPjtKQVX6JPsLT6IkzvwXjUalAWFhYWFkcSD6VBmVAI4VwW4Ral82NZnphnZ3lCXvFoc88q/K2hUu1zuQUAwJ0DFVj8UeY9jU/Q95RSpF+tyJN1u6joKp3Ycyf4vVcclUE5Ri3H1endHHShV26BquSjoMgeL87v3S0HZUJU7QOTYxx7SE3fXir8UwDAnrSH3SalxZ7bDwo7HgKcSASpiQnMT30AAPCl5h8BALoFSoBeh3N35YuKyO82MkHpL3ygrcLLN0mnXI7vPVbi1paKylFYo7YY9ijVn47TRl2vUptx5HvxFRnoDGrE1lU08ial+2vbHH+rxO97c4EPqZWmtDWVpZSd61NMe+UGpdQtj1rXlxpLvJbbRQeHVzoKAHwnhG46i3SbWpxf5b7vddRuJMP5d5Srty0/6nCDc90LBRrdRotafWSYkv6sLASjHv/uZzlGc4E+p2hbmq98JD01llxa576ZNmltcpQ+w9Kkbpe5d/Um+a+5FuQOvZ7gfDpd7tsx5VqVNM+9EDWnlR4TlMJ+CP1DpKlngGbYgbeo0mLqSpqfoAa6m+Q93+uqIWaP92Umzfu7thVo2B+7xVYwjWneb5NP8F76pd9nK4jGp9h876/+MC0tP/jDfxkAUCxy7J5aRKRSyglT5O5yleMU1hVhVlI5nqa0/kZg9ahJ44uNk/+fjZFXd+8wn6sbJl3dJrVg/xshwzs+/FQbI8OkUbzNQrTNdc6t73BPy4oKdTaoudfzsh7drAXrWeGz6dgEn8ETxwbt7vl5Uby1XOR9vCA/53KVGvjknNqNtORLlB++redGQ3mU12p8rvaj5Fm3Hzx7imp+ODFMHp3JkO7r2xxrpaqyWBWuMxvy0IfNg7KwsLCweBvjoTSoZCKEpx/P44wiPS5uUvp0e2pEp1bfmZuUqnunaHvvJpR74Ad5UNP3aY90tyj1RM5Si2iepg14RPk2FYfS0JcuUwrfeT+j0z4iiXhK8fR5XaOhQraNO4oyiVFqd2L8XuJsEFX0fRVKAS9f+i2+oeZ9bp4azPAGpY+VMCUEv29wmAK/Bx9Nv4+dHW5DUQUUHdlnB82yjadisT1KPXWQdkVnfH+s+Rq/89k7LwEAJlLSRMuUeOcHFTZKHwcANJZoY2+p+sM5l/Srpf85ACBingMAVKSatm4yUgrOEj/PU8orumf35/DOXUpMa3nuaSpGTSIySwlweJ3y0NljfC3daiDiH64G1XK7uF5ewTvGmL+11ifNIuvMHbmTJl9EXtFca/StlOvkj+0DPJqXZO4v/S4AoP/MjwAAekV+p/Ucozyza9R8TY+NCrfuqNjrHfoHJmf+NQDgmPNhAEBcLcsnHYq5EfltLp8hPxZ76f05vHuHPPh5VWwIKZoPxyhNL2zoFp4jrTuVNkpBgNWbhwHCUR9x3V9FbVetRp9uOE/+ShcoYXfjXIuXpsZ1uxIUiHZUmPjlVTYIndsg76mwCEK5QRQrc9Iu/g6fK6t7vOi8IlBr38kfOCNPAwDul6ntOFXeMSMx7vWyGmM6zsL+HD6s9vAbKUrzs0MqXHyOmunwbWqENeViDap8HCba3QbuLL2M2mVqvdvrfPW3mN/VVNv1VJX3XL29BADYZSEOtFIn98d6V4U0W0/zt3sN8v0tFZmJyAdf67Dh5XUVRw7nue6ZO+SvDY+5oKU6eXa7RuvYxCLXPzOmqjpTvE866cf35/B+jxrdovLOshFqcXuzfB0q8/OYfIutTxUQcft4EFgNysLCwsLiSOKhNKhoPIqZs8dQlY1xXK2867s85050aM9M5yjNd0bkBzjHU3v4xaB23FaJkqsXZ2TXuRn6VfITqj4hn9FehVrZUoI+lKR8HzjPkzyW4vc9OU18R/H7Hdo9PVe1/IY4p5OZIPoEL1ACVik+rN+mJJNT7kA4RglgxOXrjtkD6kFOxZuF7/vo9ftYT1Jji6pWW01tl8ODfBDlmsDn5wU1zPO6QT5Ed9AsUt+9otpZ3hClyeEw7cP3bpGeL11UAzZFLK6NKHoS/HxslhJ7P0R6RRURVZGfTqkOiFwN6satKleqc4L0agxzTkPyE9ZXqFHPdykKdobvwQkHUZWHgU7fw/1iE7UU59WXH+Ke2s27Fe7t7l2qGSuKkKyIlt1WYBtv9MQYZfoKzKg01hlqUNOfphZ2rcL8qBg4plEOX/UWpfXxoe8BAMw9Rl6vdem7Kt6gT6oeoz8kN046jV0Pcsu2m6Rps0eJfq3OOU3HuQGZJLWt9w0tAAC2ju/gxlqgtbxpGAMvGkVZbUviA8tGi/ffaJgS91CUkvye2rP3XX7evHdnf6iOWqvsXeUe/EqYPDaSpMZ0XBG8N+6Rji9+4fcAAL1d3vOjMl/M16g5TZxdAgCE1Iw0Yfj7rrsAAKi2+byJ3t3an8Nynj7WpHywSfmgzqoO4L0N3j/pshqkRji3/V7nh4BOs4n7V17Fnbucf6PAZ0p7j+tMKXcspqjiWIXrq+i5EL2+vj/Wa4rK64TIo0nVENyN0sKRUERgs8TPiwXm3CUXye8vq3P7rnL6KiXe5wsLqqKicUN90mlU0Y6VW8Ec7quRojnO5z3mOWhiEH2oXMqctLKNyHX0ja0kYWFhYWHxNsZDaVCNRg+vvLSJp9+prPEMpY4zDUVE3eOpO5+lzXGpws9Hy6p+ng3qtmVOUjooJSjluNu0oUbqPLFjEzypd1f4vWNdNb/aVaMx+UY81fRzQmrdHNU1ZinJFYo8xfsV2nN728GZHOtQuhtOUfrbVpO/SVVpn8zzmrVl5WX0olhuPdjJ/yBwPQ+lRhumwnnk5rjmsTavsXWPc+0qh8GXSjWh9KdUOqDnk49xK3frqt+3TY0zvsa/06O0NS9uKh+ixD0KKW1/8h20SdfbijDblcSc4hyGFa23UqMWEemqCnIryDFJ5SiVGeWhrKgBY0gtzydOUKtdvD9oitiBc9hRfF2DznoYZ57kNXckqU0WKOX92WfkY1BjtrIS2o3D9fUbBzLc+2qqqVbWN/yLAAB39WMAgN2UqqE8TZr4db4ufIaaUqv/B3xfuUNXlzmX6b5+N0aev1E7DwAo3GHFgPXtIL9t1iOdI6p5t7bJfZwf435PzXKsepkWiGG/iZB3eDQ1voOQm8LccUUmSnM7tc29LVwjPdOO2pE3qFHlPFWFSAZ+0lCHUn2/wpyzxr+ldlJTrclNcA/airqb8tQkMcrnzQ88Rwm9NUZNKdWmppVVpY/xx8h/iyB/nQyTJtc3IvtzuFLhPZ4ZpgVnQ5X3Ww1ZVqKvAQAcj3SOqqnpg9U9eDC4/QgqxRmE5NuOTS4AAOZ78iN1VZtQkW71EK0fVVkgJuLBM2xceZ9X5Wu6s8VqG4WSqpwUqTHd65F2JsQxOiXy/5k8X3eM6nre5zjlAvlue5yWlppPrXW4SuuAtxO0nc8N8Vr3r9PHuPEqz4GYtNNQje9vKYx7rV1H5wEbv1oNysLCwsLiSOLhavG5fdRrJdy8yJOwO0Hp+cTcAgCgEWFkz+slSULD1Kw271IiOPtkELkxGmXEU0LSjtekBHb1Fk/8DfXnaWuGC6r1dWyW0lXbUHKoqs1wRBXAB/2FTJISQUiF0hZfVoXgiSCDubiits7DskNfUA8h9TdJxih1PDVHqWF3cRM7lUByeLMIwUfOaSOpaMKYoaaWmaFEWC7Q/9BuU/KMhEiMmEcb79nHAvlifp55KekK3+ut0J+2U+a6C1uUiLYq6nfT5PcWhigJ+zmuse6Tzv11VY8PUap31Lo7nyT9NzY4h4UTwZ7WGpSWi31KrJ0d+r+6YdIsOsT5+6d5jfQtH6HQ4VYzd4yHuGlj57J6k4Uobc9OUEvZ7THCcE317lrSNoz4yfMDv56niu8VVXJfH+Hfv/U5RkK2QrzG3Ar363ufYuRj21AKH1LOzd0tSvL3QOnWT3AOT2bos93YpgZ9XW26x+YDf8dOj3QvqQV5X7L8nuE878mHGJukxjJeiSFkDq+cuRMCMikXzrb6r+W4t9lZ5jKt3qAfaas2uF+pdVYKg3ypYC2VPveiJ+m+t8vnQ7dLC0ZNkV2Ocg17ihw8lef75z7ybgDAYmQBAOBV6bvZiZEW8Qz5avq4Ohrsku6T5zb253DnDufpNEivYZd7VGtQE+zIIuPLx5oW/evNw7vvfRh0YGAq1NpCO1x/epS5TGnDudWUq5eb4LOssUeamlCQJ7fosCbmepP3a1cWg9WrnwYAbO6o2v00NaOpEUZB9+rkuYsN0mx9g/fBuCxQdcP7fk0183JjfBYuvzLwgW7uz6HoMW/tVflOw5p3zKdGWG5zn3xDXj02NgPPBNHUbwSrQVlYWFhYHEk8lKgVdjyMJKqYCFOiXwSlKm+dkl/kMWpBH2hRyv7NeZ6Spws8xdcLQY5JNcxT1UsyPv9paTzlc9TKTm7wGpdmKHVl79GO2d+lxtVRx9j8JHNsslH1P0pySfEoT/q9tKpebFG7qyOwR7enKYmM+nw9pzyM396mBDO6SukvdYHX/HBmCq/eDn7/ZhEOhzA2lkfqJOlW63ENF9SrpbJAmly4TK1v9TQ1vR9WnbP7XuCr6EYpQYVGOOcn8qTDb9znGJG7pPfdEdVOq6uidonrSXyM+xD9Hkba/MBp5bFkVS1bfoJLE4x+Gt+hdFQsBSwUdqmNhWdUzSJD/vidrrr1KqLOnKA28J5OBL8ePcTmRQAcv4+MX0RCEuXaAuvoRaUYpee43pOLvO7LA3+Neti4XuBjDCvHLgzS7sOPkz9e61ISHFrkOivP8P2xMHNJ1t5Nntt5SdLnPNf7Hc/SN/XFCO+DM6p7eHOc3z97l1Lt9toBLb9C3qxNqa/ZELWK++oG3V7nvEfeRV/KC40+YubBckweBDHHxclsHccy5JfFMXa5nVduXus53ivn1TfoX06ry7Yqtl9ZCWRgv85NCKXEU3OU3sshjhFWzpE3Qbr/1XHuVUF95VY3lvj9C7z2hSF+757qwp2J0lez+SQ1p28LsTLFJy4GGtT9Ii0Kex79V90ONYaWtPtjniJ4n+Een7hEWv5+UIDmTSObjuI733sCfpn3xQ2X63pmj/fzYolzyJZI0z9e4O+GF6lZLvYOdPm9RktJI8NKL3tLpOlLiggMO+oDp6o4F2r0Kd1Pq2rJLnm35FGrr6uieipP3nzPNJ85H4vxOifUUeGu6pMCQO1V8mg7QQ1qVLmXu2k+y2fU/aIwSd59cr2BMB6si4HVoCwsLCwsjiQeSnzt9F3c36kjfUJ27zalt1cMT8xziqy74VIyeGKNkkB7mLbVqXwg2XmK0FE7J5S6lGQ+qMhAd4aS+nuLFF3KcWpKvsuTu6josZma6nRJm1NYP1xV8x1tUbvbSNNPkMgGeUxpVVEIeTyn41HO96MOfQOrRnO8z9P+tUYdTfcQI6QMEAkbfPADHwQAdBq0+67eWAIAXJjgaoaf5jy/c4E+ntlh2oMnU0FNLl8+vIoqng81uYbvT3H9n61x7Owix96SJplWBYWXlDPybU3VOpz4fgDAOxUp1Rbdz92kZnulwf0aPhHkDeXk1+nnqSGkU5RoP9qkNFaQYrDxCufwRxsFVNsHCjQeAtrdPm4uF9F3xaNZ0mUxT34aCZOG13xpey2+tqU5RaOBzJaT5H7yadIyNs31/ESeeVzra6RNKMbXXlrV5pV7Zz7AOYy8R7kkUc7hhS3ykKe8lvlb1O5vGv4ukgns+6Ft+XNbqpGoOnSnfNWgVOX06mf4m39RKqLYOrycnb7ro1Bp4dQMaTAnl2ElTi3lKeVF9Qzvx+eK1JJu1inlj8WDe75SowTt5NQtYJR+rA/9IPdkbpR8/f4x7tmI6r5dkma5+BK1n/wwedePUNv/gEspP+6Qfu8vcS/XJpifNj0Z5OrlXpNWViXtqw1eK7bNvzdUTcZbpgb+heoh5pQJBmFE/RzmnuO83zPyXgBAb4nXGn1VEbLK7dyqyJ8sy1R6OKhvOFKin3en/E4AQKPLaOW5SfLJ6NxHAQBjbfo/+3t8xmVGFGGniNLEHp+Pu4YRltEe97uwQ55NKZp0s68cp2hQ7STt8hnd69G/5cZ5P8zlOYfzz3B94UuMan1x5y5q/Qe7760GZWFhYWFxJPFw1cz7DmLlFOrKcylK4pvK8u9kkqfwwjTr6sWmKDL31GHXzQd2x9Ex+nU+8QeUbm42KR09ra6lk08wMmT1Mu2aFy9SExh+gif7M3O8VqRPqdbJUGJTwWO4Kmce8yllOeOMwnHSgXQZGqc0kFxXBd8T1A5ySUp9YVVN2F2n5BKK7yDsfOZrUOnB4fZclLfL+MN/9asAgHs9VRpXDtii+tskMh8EACxMU544M0oJvNgM1uKGFjjGi5RgtyLUeCRI4dvfS2kVTUraH1+hlFNWx9AOKEl96TcpqU+pT9NIhJ+PH2P9xTHR+X3T0ky7QYbI/AvUlCvqehxRwlZ1m9cMt1XpusF1TGQNwqHD8+kBgOOFkGwOI52ghLakaEOzR0kzoxpxT87SHxStLAEA1lTlPp0MfFDn8/xuc5dM9fpNat8LZ8mD595HyTDpUjtdWqOkuxrmGK5ySaZvq2fPPPdtsiKHWI9rzxUoOSfvMfpvE8G+jqtr7PISNdzODPdtq6iKBynuV18VJqK9KBzv8HL14Ibgl3Ioa/w76kuV7LLG5Tlf/rco7+fJtKqgRJULWQwsFscmqPW9ts717xToD7moaNn895BOrqrH99XXqp1VLphc2NEr1HJWhziHC8O8X0aOk757e+TZ6i31TyoGUW/D0wsAgN4NftYb1L3skmZtRZX2e3wG+L0H85U8DGIhB8dzSZw9w71tbqlHlXyes6rEUKqSht+9zfWtm88BAO5uB5Gv1xLkxfoW/WxR9WKKhmXFWGaPqZLL52tSfu6tCn1WBd3nXoO/i/QVmZqnL+us/N7n+9TyK6t8/t3dDXpS3Q6rTuOGunV7pOkzHUbOJi5xLlnVTGy7CYT8B9ONrAZlYWFhYXEk8XAhVAZwI0B7iyd8T1VsW21KcSt5vh9RdYhwl7blJ9UfqDoS2C0jQ5QeJ+b4m9ENRfQsUvoelrT0WoXa13ZfVajL/DsyTMmhqorZCZm6jWzzRtn/HbmMoiFqAJ4JfCYhaRn5GWprYfVC2WlQAlj3mJO1PU0twVRmAOfwJH7HMcgmw0itc81hdRbd8Sm1rab4tzvDaKRMjms4P8ys7lY5mMtujVJiS76nedVLrG1xLc4M131nT3lQfcomRtXE6y6veV11wSJ/RsnLJLjH7ztNH+D8eeZbPaZaZqn5QFpvRLiXU6dY6Xgmz72p7XB9hQ6lsN1JVVJoH4NzyBqU57uo98pYucZxSz36L4z8HpEwpbhEVtFNPlXMpzV3F0EEndE+xCPk3ymP/NyWL6ATUc+tMLWHZouaQbtIGt9b4npDIfLZc1nS6sqX+H5zg5rXZzelKRQ5t9V+4FtsO+QBP0EaXlDu1K01+khqRhVWlEOX6kbhPqB0+iDoeX0UWrtov8y17jTpo4hHuZZCVJq2cnMi6jL8bSdpuSjtBL2YNnRfNZrKOVO04fqr1IReHubzYbdJzfX7pxYAAJ0C19yUtl7tc++mVKPv9iIjfOfXqCW/vqY8PPWWu7IUVCRfUm+irvKdjKq0uKrU4Sk60VUtQechH5EPgnavg5sbS2jdIs81ZAk5MUS/7u9+ilajlHo4TapbRDrOh+JrpUAjLKY4v4S0/Uz+AgDg3qUXAQBd+Zo9tchORKh9bdSpATXkUzc+LQ75NLXZu33S8t0naCUIfYE8FVLU42IviOIrOaSzrwoXUcNr3SjzGeKqv1nfUXXzyBwcc/lrUImwGpSFhYWFxZHEw/mgIg5iEzEkVcF4SVW/Rzq0vS8ZSqOTyowemaFUtxejdOLGgkri831K180nKAk6yo2JdKmNtQadTuf5emZcXUufYkTUKUmUlbgix5QXovJWiCuyMKqoHGdCfoAD/V0iivxzQ5RoHaOInhH6giamVZcOlFILtRWEcIhRZ44HN95GbIx0WlE+2Ziv3it7lLCi25Q2bi9So/uM+qt004/tD/WuCKXM1Du4lqlJajh3Xa67t0Y/0OgZVZSoqc5Xl/uQlN3eU3RbukdNKpZlpnqvwSz+i9dou07MUrLy1METAJ6XpnFPkUTpgqJ7PO5dXlWaMzntWWHtcOkJIJ6K4My7J9DY4t7u7JCm7QJ5shenBPi4qhYMeZROsxl1vU1N7I/14Rjlt+1xRVfNqTJEgrdNW9F3yzHuSy0sib1LmkR2KDkWnmXOWLpDreJOjb7OvR3SfKvG+2etN9DMApo8Jh9gfZS0PPM8578dpyVhRB2kB1JsdiiCyPbhdX32DdCJ+tgsy7/jkZ4pRb/thngfamthWvSF3M3LgjEW1OJ7Ia6uxlHyR9slfd2TXNO4J+1mlzy4MsRr3VKE7+lVjr11nL6rtCIHr6tadvs+LSHbyivq5fgscWeD9Ry/z4luh1tanyIq09yzjPIoB4GQ4SY1re4hVpCJ9IHZkodYXR27G+SfyD3S6okFPneq25zb5YpyFDdlUYmd2R9rvsx9X64xSi+q5+qF47wXkztc7+vy97UMtdVekn3cRuSvbLh8Pgz5HG9CeVCll5YAAHc3acXxVCUmmg1yMM9V+Qy/0iIfR6Oq7jPD9cSV89RJy1eY7iB833bUtbCwsLB4G+PhavHBQdNP4U6M4kW8QsmlrGikMfVPasUpubR9ntKeQ2mveSOwrd8KUSqNnlAH3XlK+nstjalacVPnKcGPSlA3XU656ypaSFpQXZJQJK7ut4qIcVRV2ajaeTwUnMk9aVuR6IzeUL0++cdG5hmFEolwjs3eJYRih1g7zvdh3D66pymNpEp8Xb9OKSbcotS/SwEF1QqJ8EeGkY+zqSDCaOpxSo/T73+Bfx8nPat12udfvUF6J07RjzWk/jbeIqUcz6dWMxZnFOWpWfq5nATXe1rSbqj3vQCAhvJIYreDPf3SXfonuqp/aIYpJXWTlICnZjm21yN/bMVuwEQPtxafCUUQH5rFlS1Wc3fVg2izQppmVOetYTinQcXl4SFKmvlIUJ194jRpNXyWdvlUnlpqSxrPlU9Rot2Ypja2q+oVW/fUYbpCiTFzn2u8N0Wto5GVn2OIWlu5ohqGLu3+kV6QO1Qe5f0we5Z7nx0hLz73HMf0b1PLPq6q9M2Mi+jtwEfxZuF6Pmp1D422SinI/1PxOcdojK9V+ReiHum3VlH+FoJor3XlHabSag1bVQ26GWnaBd2jY1zT4ho/X7tCepbWZf2IcO/aSe5pStVOmrrH3Z76jRl+bu4E/pJtzd9JKbK4RS0mdUwRyacYgRx2ufd7iv6sfPwXvzqRHhKhUATZ7ATcEu8pTx3Ir1xiPcD8SVo/xnLc+/Ud3tMF80UAQNYP/LYd1doLZemfqqjT+BMZ8uy759l9t9zhvmxXqc2nwurzJktCJEWLyMkh8rhTJw+lYtybRvT9nKu6eXf2ruzPYWuP2lfPkK/riqCeCssvpjzYJ6YZSWxODiNy9XNfi0ycxwN9y8LCwsLC4i3Gw4Wo+AZOP4S5OUrAe6oqnL1MG+pJh6f4u56jRHM/y1M6EadkE5kMpNN5ZZj3I4xUSVYp7Ywk6ANoHKdUUeryFI7lJCF2VYMvzc9DcXV4lUQXi/D7IWlKniR/B4o2G5QpBuArC7/TpX25XqSE1nQ5ZmOL2sHyZapaFWcCrnd4UWd9z0Ox1kBfVYo7Ma4poqoQ3R3OvdhSxJF264wyzLd7x/fHaqmb66s3ONeTJfpHOnH9tsy/G2vqsaOq5u1l+kPCdWlrytJXcWPku9TE1tWZ99VVSvu3V7nXtYtL+3OYzsiv8wIn+oOKOtpT/bPqHqW9TSXnx2fTcN0Hq2r8oPD6PdS31/D4Atd5fVK+hZfoUwup+2cHXO+mob8x3VYF6U52f6yTffLk2iI1o+ldzv/MKUqE+ad4jc8oAjWcUo6SO0jGo/awVpbGtcLcm426qtSrp1ZJ9QjTkvj3zKAeCrDcpRQdrnN+hS3lrUySts5xXmPxMsfobJTQ7Rxu7o7vuwhFubeuepKF6pxrt6GqDU3Ss9+Wb1mRi5uVgJ6DKjDOKH+TUJ7T2h0y2zVVNY9c5TPg/Flqt4fwERQAABKOSURBVCtrvD/l4kNmiPxfblLrb/Q5t8sjSwCA5Q4tN7k2v3d768T+HDrynQ2eRXF1CuhLo95ZpYZRWaGE79d33pg4XweM04VJrWL4NPdpTL2Ybuo59IxqFHajvPb9HflwIuTV8PUgMrLv0p+3q9qaez754FKPGtBa/7MAgO0qadFxOWZtR/lf8ne7MfLX+hj3Nx5TDqvPe3fXLAAApobkFy+f35/DmKxKkSznH1MeaSxBLS6rSM8l5fKdHMkCrvVBWVhYWFi8jWEPKAsLCwuLI4mHMvE5jkEiGYWj4Aj0aJ6JTFOl7iihdSdKs9DUuMxrcaqPk+NBUqerplyVQZmhJZpPnJNUX1PHGb6alwWo16caOaNSRR0l5Cbk9A4bOY0V7+piECyh6ykR1QsFqmWjw/8v3aWZZFXmqrgKy3ZU9n8rxzH9zgi8Q2wGB9eHU23Du0eV2KiZmtfn9TptmUHlNM+4XHtMIaBnnzvQ6kKlowaN4i5foknv2jpNACUlKO6o5UF5XXuhRmwdRYxEXNK/N8rxXrqzBACIOqRJpc3vx7sydZa+sD+HUITfaS3T9LiR4/w2l/ibzUEL9XGaUybdKfQPWUbyfQ89rwmnwPUkImqw9yTNPEufpbntrkya6dAgyZAmi4UnAxOuM0uTSrdIs1VBIet3HQapZHPcl6TatDRukqfzMlvvqUxO8x75657KyNyQKa9R5fshmTmThubnxLHM/hy6Ht+ruTSXtxV80BpWWPy0yklVOHbxiz66h9dtA8b4CEU9OH3uZV/JtoNLuGrqODA6hTo0e+7U+E63v74/lqvCwGZTBVnFvm0VLPVEr54a3K00BkFX5F3P5++6y3w25JRcfc/jfdMp0gztKFG02l/gBSaC1BKkGPzgJNSafoTXKqnUWq1wT3OgOcocKOV1WGi7wN0yMPwaaRRRWPmx7+brq19QyPcZmtP9d/D+Ge+yGOvS6r/dH8t4KskkPg8lGeSwuMUghqWYnoc90j7qk19cl+tzHfJsN8L7sKXmrStLTCcJDampa4bujsg0m3ImvRv7c2j53IexKdL27Hma9uqr5JWynpmNCb7uuhH0/Qcrx2U1KAsLCwuLI4mHUgdikRDmpzMYz1OqqDgqFVTj6fqlPh23owqz7cxS8vngFpPDdrbn9sfq6+ROKmS9l2eY9OSonHCOmnkpoa71EiWx7llKjlll5D67QG0uMgiKUMtjMwiKcAYOY766ftAuIxzm8oeUULx7gc3triyq0dwiJf695ymlfGAvi0Ts8Jz6kYjB1EwM73+B0s0XU2oZooKcrSznlS9S0nJeoPRzbo7aZjUSOMNb9xlOHlZQxLBKt7THSJfHVd7+/ogkqnWFXWd5zWPSoDoz3Mu/dIES5T9cJf1j1xlC3lODyOM9ScaPBdK+k6TEuzTLYIDPSYIqqZDtnMrLjDxJyfD9kTn8+iGHmUfjwMKpMEaHtd8Kqjk+aNtygc7xJzcpGS6eoBM/55OmlViQeNzryEIwzpJEIy75oZ5k5ue3DylR9CmVffr/27u23jaOM/rthUtyl3eKEnWhJEuWZFkxYidxnLoNgiQoCuShfeof6O/oH+hPaZ/60pciaNGiCNqkSdq4TezYsmVbtmlKJMXrklxytw/nLFcO0CZC2UIG5rwQvM3OzM7OfPdTQGj7b/7CRN4a5vC2g7nttLAm/Tik3T0msz5GJLBs7KOv+3oUuu8cQ5p2+3DmP32Ktg+pfnw/Q6qYixjP60e23L41O7nT9wMZ9V0ZnkCK9/VvBB3xeWPlIxnPsYTWMvrnP4kK32qk5/Gpb3lD9pPlrqwk3o+3aV3pQMsJGOKeYZkyNwkNtU+CQq/0gYiIsD6wdFawpuJfch+KYgpEb2IvcuO4l00GC3k6k/Pz2NOqLBVm30OAzPEpJey/hZOYyJu7PREdfXikYT3ln2MAd8q0IpFMtL6FeXntCFaRwY+iPWj0Bawp6zG0teKj/3/KYi/eoSXpFqljFvfxO91hgd4J1nsji/3i7S28/pprfFHHnjO6jH35nR7CzP+YjO7r+D72gPQurrFXYqBGDlaYN6k5f30B/7ncaknSVISFCgoKCgovMc6kQXmBSHWgy0Rj+CCl9W4a9v0blDJoNpe1v0HyHCzjNO49jXiTBwa0kq0SNKdMkV3pMAGXRRDLaEI+fcBQb1JOHCdx7Ws8iDUWQdSZeDahL0UPE3Np85ycCm8M6b2TcZRPusAKIvW/wz4b8zHO4WfwW9zRGzIYzs7Ar2mGaGZW5veQjPx6GVLw/XuQ6q/uUDpFd+SVNYxpfQG26sNOJNadkMLBSuO/yQper1GavveU4ebPIUH1XUhhK3OYt80ciQ7fx73K8J79bAVSUJc0Cj0b7Q4YXjy6GpWvWgqg8VkGqCwOA2jQ5i3c9+Q2xml+ij58bjyUfm+2Nv6JoUkjq0lmBdL3Lou/2iVIeT9lCLe+hPGs0+/hm9Scgogeot7DfJcWMYdODtLq+x1I23YH/7l+CxpPYv09tDX4nYiI3GKRzAMba+5RE9eyH2MNdVmQdNHA2l65DPv/qBY9Jx1yFxoD/LeexxynPoFm+0+u/06K2p3jTP2Js0Dg+zLouTIOi4ry8wllW51aTUBNSmdaR98Lncen1JfozyICMkQREYNlyeIG5je4jzXmagwvZzmsXpgszsK/zRL8hmX9NRERiS3jedXcA1y6SOK/xmfReAa4Z1ob6961cU27Ss3PQDJpvPYhrulGxYNnBV8Mcf20+DloignSajzQsSa3DYw/VcKz9QFTaBKX10VERK/kpm0lbmKzvVKDX7TxAAtmu4XPrRie65sNrCnjEqwXxg5eHfry20wRsZks/fMK5jTFAgpmG+3rTMKNnSYcfANzaucxjjwTqRduY05NZhdtsVzUKC4S6N/t6FEalIKCgoLCucTZfFB6QrZTO7J0A1JvrQrtZz2LUztjIoLkYhpG9TAJM8ZTevPtuWlbxRJOYq8NiTC7hPfmgNE/DZIgOpAUF3egLVwv4+S3EvidZVFd0ygB8YTX/BclvOkYYqcoynOQoow2+ueYaHPzByw5BLeErK6zFFK9IWZihvQQgSkyLomRxPUKLczPxiKk4btjSK0O6cszKdiVjSQkq1eK0VgWtyHR7P8VY7ISkJisbfxmV9B2ap002lX4NK5eh4T03iX4lvoFaDkXVjHm2JeIatr/B2z3H57Av1QbYnKy9ahwZfFVaNK9HiS8qwVoI8+X4aPp6ejL5jXcw0VbJP7L2dJtWCNdVh9npHIVS7vafFdERLbn0d8+y8TkB9AQ5ziFfZbd8QqRD6pi4j482ce44kuM+CItQnEEaTu9hTXqTTDucgXPRXATa/D2XWhS6Sz8GSNq9ymDJa4YQdW+Q03zVDmtxT1oa80urmmzqO2DLP4bMGozCEiCWG+JN55hom4gCNkLNaVp27RU8J3P509IZqo3YHUIo/xERHSTWlXYBv3BY772BGMySIBqjQ7QBp85iySTAe/h+DEi1Z6QJidXBM1Lvwdf4PDuH0RExLP2pn3QhD7TffhQYyYSclsay1jpJADsHHK8kT9wZhiOZXzvWBJvYz3Vx9AEV4pYgwYjnBdsWC9czs+EpIp75cVpU1kmLbdYHHpwlZsWE7vJUiSujTX3sIHXpS1S4ySwnvZ73GvKmMuCg3uRi/F5ILXPqIF9wyrY0z7QpSrdZ3imktx73GVGAHostsAovuN2RzRdRfEpKCgoKLzEOJMGZTlxqby1KaU52EgLGiTHtSyKM/ZoY+z6sP2mHBgfM3EWIIwCvmRErcEuQoMyWO7lhIUdq/T7DC7jd/ldlqRJk6AwyXIw2otnLNOiZEhfFKsHTaOOwig/ERTCFBGJOYxso427Y0NyPtyAtLFFm7edXpj2cxbQDEMsOyuV9E0REXkrA2nOOEGnex4juDxKpYK5ms8h2jAdj+zjSfo5zLkDERHx+5CgHBIZtpcx7izb+OESNKUKNae1V0mrQQqPhQxL65BU7+4xpNKjAdoLLKyBWi3Kc/nzQ2p2ryAf4uI6ClDW76AU1lcGKM23iqDumFvdFDMRlZ6aBXTDkkxuSbIswJpm2ao1B9d8Tm0/IK1CJg6tZ2kZRG+tZ59P29ImWGvukPehzjapcTdWoNWHfsk46cP7DzB3pY0bIiKyUkWEZX5Mos8UnhNWpZE+KRPaJ8yDmo+IPfMr8I+6LFXjNViKJgHJvjtP2oiQVkZ3RPT73zJLZ4CmiWbGRCeRny/eC18H0c8ARmry0ZLT9gs/dN8GIUle+Ja5PCEFRpe+VVpeJsx/GqaZF0QivzBHadD/REREOqT1Ge5/LCIi4z60Sp/0GyIiWgLarYzx2Zj0O8GUdI8EkSzLNDvikgiBYUqQL8ikg/VQZERyqQRrROMEfTjsQcNKJrFGszbpf/xoD5pwjnKr2FwtC1pX0MWc1uib1Bl1t1kiWST3w0QOGlLFxvpK0Sc3aWD8z1lUusBL2g4sK6kgKsA7pAZFRUl8Ek4GFktZZWHdMWgdk+zCNHLz26A0KAUFBQWFc4kzqQNJTZdd3ZFJC1nEA5IG5k2cxuY2Tt/YPUhw7Q4kxTQLErqZiDksb4RFXiElaCTOy+zxZGc+hb6AE94gCZYew/dG6GPiEat9w6QZN8JIJnwR8CwOtMgmbjKyz5tAS9DJDFBcwG/eeQ7/i0+pa9l2JDnL2qa+L5rnSqyD6+zQP7RcRMn/JVY7qH1OOzmLxmZ05EOM56LbZ3uwQVd26VdrQoLKv8mopDqkshFpEUp53DuPFShWEpCMJqxQkGVVgzd+gb5UfoVQwg8/Qh5ElfTkXxSeTvvw7hzGkbkC7epyihGar66jLz1oIlu76EM550z9L7NCKu7I9y7ckCCJ8XYsSG2mi5ub2cA8jfeh1TT7/NyCRjK+FN3gix4y94cO1knqiFU0rkCSzzKybsR1rsUpKV7CmJYDaP3FK6wM8Bm0z0fzkIS3WID1QZVrn0VUm6X6tA9XDNj8JxXcj0Ibc2uQjC9PIsqRj35n/KHc12cXxSeBL0EwEGE+zfRBo6li+tjxfTBVqcLPo6aMMBfxG7mKWvh+0OX3WNd66KdgFYTk178VEZFujLlLbUamstpBvAufVC8sH6OHmtrhtA+pETT+XhxzbmqwKAQ65lcfQuvSDPoBqTkG/uz8epYRk6X0igwnJNNkMVW/zpy2VayP2AGep04L47NJWzTaivykeR3WiloX6yBFuo0JI+eSAdcSiRczMYznhFawomAdNVmtw3qG3z8mFUycdB4n9A/q3HC9xcS0DwUPmuCkDM3WqmJP7y+jL6tP8HmPtEWr1kiS+oua+L+D0qAUFBQUFM4lzqRBmbFASssjqbrMJWG0SZfRSFaT1A2URoIJTsxHzGOotKIcom6OfirmQPg+az2ReM0sw29lkdpaN9DVic+KB6yUYJByOjxqQ0lnwkihMOJHrDAKKRqPR2mpz3L9I9bjKtGuazKKxhxTas1YoumzO9M1zRdD60oyDokpVUC0WDqFKMgd7UBERMplzF/TxXwOLPQ7XY/suCOyGuTLzMXJ4z8JjfckTvrlAsZkcdq6j+BzqQfwE80lUWvLp//QSZJs8Cc/FhGR9zZgV757AGn1+kmUY1K6AO3EXgUxoeFizq+VIEnlNkCCmMkhGsuwrIhDZEaIJeJS3r0gT7rMgGd03jOmW6WOMB9pi7Z2D691gdRn3okI9qpZfJaOI8pKn2etxDZ9rYyqCqsQtAPY+2tfQfJtZpiDNcFkmxvw86XzyClJ0WoQJFjn0MN9LX356bQP9SzmsFSANhojmeZGAv20Qkr1IZ7JbvZIYtbX/3mSzgJNRItpIlOLBaNlaX3w6eudalQaNdDwd5NTeW7UpsJnWeO9N8KHko4r3WDtS+bK6PQTua2w7hykd499Mof4vuuypiWtBJqFNay5kZ80rH8QRs7Gyq/jfRdWCX/APrAep0ezyrAxO7+ebhmSXstKf4C56bRwjS4jBrOkdndM9HHcwcN928fn9kfH07ZqmdBSgDVmcQ6tJ/iNM8BcWhk8x6ZDDer3yNX7OI7cMTdMW0vhdz3S8/S5sYxIe/TMwtq3q1GkaS+Bde6HdSMHWKN2A59nWJViPsD9sOZEdFPlQSkoKCgovMTQguC7x6lomnYkIg//d915KbAWBEFpFg2p+RSRGc6niJpTQq3R2UPN6WzxnebzTAeUgoKCgoLC/wvKxKegoKCgcC6hDigFBQUFhXMJdUApKCgoKJxLqANKQUFBQeFcQh1QCgoKCgrnEuqAUlBQUFA4l1AHlIKCgoLCuYQ6oBQUFBQUziXUAaWgoKCgcC7xL0/lmyG+sqwsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 92/100, d_loss=0.168, g_loss=9.309                                                                                                                         \n",
      "epoch = 93/100, d_loss=0.164, g_loss=12.097                                                                                                                        \n",
      "epoch = 94/100, d_loss=0.188, g_loss=8.163                                                                                                                         \n",
      "epoch = 95/100, d_loss=0.165, g_loss=12.478                                                                                                                        \n",
      "epoch = 96/100, d_loss=0.165, g_loss=15.992                                                                                                                        \n",
      "epoch = 97/100, d_loss=0.163, g_loss=6.396                                                                                                                         \n",
      "epoch = 98/100, d_loss=0.163, g_loss=16.118                                                                                                                        \n",
      "epoch = 99/100, d_loss=0.165, g_loss=15.571                                                                                                                        \n",
      "epoch = 100/100, d_loss=0.168, g_loss=9.791                                                                                                                         \n",
      "epoch = 101/100, d_loss=0.164, g_loss=9.315                                                                                                                         \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = 100\n",
    "batch_size = 32\n",
    "smooth = 0.1\n",
    "\n",
    "real = np.ones(shape=(batch_size, 1))\n",
    "fake = np.zeros(shape=(batch_size, 1))\n",
    "\n",
    "d_loss = []\n",
    "d_g_loss = []\n",
    "\n",
    "for e in range(epochs + 1):\n",
    "    for i in range(len(X_train) // batch_size):\n",
    "        \n",
    "        # Train Discriminator weights\n",
    "        discriminator.trainable = True\n",
    "        \n",
    "        # Real samples\n",
    "        X_batch = X_train[i*batch_size:(i+1)*batch_size]\n",
    "        real_labels = y_train[i*batch_size:(i+1)*batch_size].reshape(-1, 1)\n",
    "        \n",
    "        d_loss_real = discriminator.train_on_batch(x=[X_batch.reshape(-1, 32*32*3), real_labels],\n",
    "                                                   y=real * (1 - smooth))\n",
    "        \n",
    "        # Fake Samples\n",
    "        z = np.random.normal(loc=0, scale=1, size=(batch_size, latent_dim))\n",
    "        random_labels = np.random.randint(0, 10, batch_size).reshape(-1, 1)\n",
    "        X_fake = generator.predict_on_batch([z, random_labels])\n",
    "        \n",
    "        d_loss_fake = discriminator.train_on_batch(x=[X_fake.reshape(-1, 32*32*3), random_labels], y=fake)\n",
    "         \n",
    "        # Discriminator loss\n",
    "        d_loss_batch = 0.5 * (d_loss_real[0] + d_loss_fake[0])\n",
    "        \n",
    "        # Train Generator weights\n",
    "        discriminator.trainable = False\n",
    "        \n",
    "        z = np.random.normal(loc=0, scale=1, size=(batch_size, latent_dim))\n",
    "        random_labels = np.random.randint(0, 10, batch_size).reshape(-1, 1)\n",
    "        d_g_loss_batch = d_g.train_on_batch(x=[z, random_labels], y=real)\n",
    "   \n",
    "        print(\n",
    "            'epoch = %d/%d, batch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, i, len(X_train) // batch_size, d_loss_batch, d_g_loss_batch[0]),\n",
    "            100*' ',\n",
    "            end='\\r'\n",
    "        )\n",
    "    \n",
    "    d_loss.append(d_loss_batch)\n",
    "    d_g_loss.append(d_g_loss_batch[0])\n",
    "    print('epoch = %d/%d, d_loss=%.3f, g_loss=%.3f' % (e + 1, epochs, d_loss[-1], d_g_loss[-1]), 100*' ')\n",
    "\n",
    "    if e % 10 == 0:\n",
    "        samples = 10\n",
    "        z = np.random.normal(loc=0, scale=1, size=(samples, latent_dim))\n",
    "        labels = np.arange(0, 10).reshape(-1, 1)\n",
    "        \n",
    "        x_fake = generator.predict([z, labels])\n",
    "        x_fake = np.clip(x_fake, -1, 1)\n",
    "        x_fake = (x_fake + 1) * 127\n",
    "        x_fake = np.round(x_fake).astype('uint8')\n",
    "\n",
    "        for k in range(samples):\n",
    "            plt.subplot(2, 5, k + 1, xticks=[], yticks=[])\n",
    "            plt.imshow(x_fake[k])\n",
    "            plt.title(class_names[k])\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Evaluate model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-08-10T06:01:56.728686Z",
     "start_time": "2018-08-10T06:01:56.551734Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting the metrics\n",
    "plt.plot(d_loss)\n",
    "plt.plot(d_g_loss)\n",
    "plt.title('Model loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Discriminator', 'Adversarial'], loc='center right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "* [Conditional Generative Adversarial Nets](https://arxiv.org/pdf/1411.1784.pdf)\n",
    "* [How to Train a GAN? Tips and tricks to make GANs work](https://github.com/soumith/ganhacks)\n",
    "* [THE MNIST DATABASE of handwritten digits](http://yann.lecun.com/exdb/mnist/)\n",
    "* [Keras-GAN](https://github.com/eriklindernoren/Keras-GAN)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
